{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Ny6eeEPydd1_"
      },
      "source": [
        "**策略名称：** 创业板动量策略\n",
        "\n",
        "**策略简介:** 动量交易是通过分析近期价格趋势的强弱来买卖金融资产的策略，创业板动量策略使用创业板一个月的涨幅作为交易信号，如果涨幅大于8%，则买入，如果涨幅小于0,则卖出。\n",
        "\n",
        "**策略表现：**夏普值1.1, 最大回撤18%，年化回报20%\n",
        "\n",
        "**代码作者：** Spectator\n",
        "\n",
        "**结构说明：**\n",
        "\n",
        "第一部分: 安装并导入依赖包;\n",
        "第二部分：加载数据;\n",
        "第三部分： 计算动量信号，作为策略信号进行回测;\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "c9GCkXSJdp9W"
      },
      "source": [
        "# 第一部分: 安装并导入依赖包"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "7QavWamudtyi"
      },
      "source": [
        "**1. 安装依赖包**"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "C-W8m6o1dmBL"
      },
      "outputs": [],
      "source": [
        "!pip install akshare quantstats"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "gDglglsrd0A_"
      },
      "source": [
        "**2.导入依赖包**"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "id": "E1zNjpsGNL04"
      },
      "outputs": [],
      "source": [
        "import warnings\n",
        "warnings.filterwarnings('ignore')\n",
        "import time\n",
        "import akshare as ak\n",
        "import numpy as np\n",
        "import pandas as pd\n",
        "import quantstats as qs\n",
        "\n",
        "\n",
        "import matplotlib.pyplot as plt\n",
        "import matplotlib.ticker as ticker\n",
        "\n",
        "%matplotlib inline"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "jWidmp0Ed3hY"
      },
      "source": [
        "# 第二部分：加载数据"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 2,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 395
        },
        "id": "hM5UpJO-ObLf",
        "outputId": "705dca46-df0c-4868-e940-65a87bdbe23b"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "<Axes: xlabel='date'>"
            ]
          },
          "execution_count": 2,
          "metadata": {},
          "output_type": "execute_result"
        },
        {
          "data": {
            "image/png": "iVBORw0KGgoAAAANSUhEUgAABlQAAAHICAYAAAA4DQcOAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8hTgPZAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzdd5wU9fkH8M+2293rvXJ0jt5BBEEEQVBQVKwkahJjjAY1lsTEaEw1xqiJJcYSY09+KooCIqiA0kWO3ttxwPXetpffH7szO7Plbvdu93bv+LxfL1/Ozs7OfPe4vZ2Z5/s8j8LpdDpBREREREREREREREREASmjPQAiIiIiIiIiIiIiIqJYx4AKERERERERERERERFRBxhQISIiIiIiIiIiIiIi6gADKkRERERERERERERERB1gQIWIiIiIiIiIiIiIiKgDDKgQERERERERERERERF1gAEVIiIiIiIiIiIiIiKiDjCgQkRERERERERERERE1AEGVEhkt9ujPQSiHoGfFaLg8LNCFBx+VoiCw88KUXD4WSEKDj8rRMHhZ0WOARUS1dTURHsIRD0CPytEweFnhSg4/KwQBYefFaLg8LNCFBx+VoiCw8+KHAMqREREREREREREREREHWBAhYiIiIiIiIiIiIiIqAMMqBAREREREREREREREXWAARUiIiIiIiIiIiIiIqIOMKBCRERERERERERERETUAQZUiIiIiIiIiIiIiIiIOsCAChERERERERERERERUQcYUCEiIiIiIiIiIiIiIuoAAypEREREREREREREREQdUHflxe+//z7Wr1+Pl156CSqVCgBQW1uLDz/8EMeOHQMAjB49Gtdddx2Sk5PF1zkcDqxevRpbt25Fc3MzCgoKsGjRIowYMUK2/6NHj2L58uUoKytDQkICpk2bhgULFojHIiIiIiIiIiIiIiIi6g6dzlA5fPgwNmzYIFtnNBrx7LPPora2FrfeeituuOEGHDlyBC+88AIcDoe43bJly7BmzRrMmjULd955J1JSUvDiiy+ipKRE3KakpATPP/880tPTceedd+KSSy7BmjVrsGzZss4OmYiIiIiIiIiIiIiIqFM6FVAxGAx46623kJqaKlv/zTffoKmpCffeey/Gjx+PqVOnYunSpThz5gx27doFAKivr8eGDRtw9dVXY+7cuRg9ejR++tOfIj8/H6tWrRL3tWLFCuTl5eGOO+7AqFGjMH/+fFx77bX4+uuv0djY2Ok3TEREREREREREREREFKpOBVT+97//ITMzE9OmTZOtP3jwIAYNGoSUlBRxXd++fZGdnY39+/cDAI4cOQKHw4EJEyZ4BqFUYsKECTh8+DCsViusViuOHTuG8ePHQ6FQiNtNnDgRDocDBw8e7MywiYiIiIiIiIiIiIiIOiXkgMrOnTuxd+9e3HbbbbJgBwBUVFQgNzfX5zXZ2dmoqKgQt9FoNEhPT/fZxm63o6amBrW1tbDZbMjJyZFtk5aWBo1GI+6LiIiIiIiIiIiIiIioO4TUlL6xsRH//e9/sXjxYmRlZfk8bzQaodPpfNZrtVrU1NQAAEwmE/R6vc82wuuMRqMYqPG3L51OB5PJFMqwfQiBG5Izm82orKyM9jCIYh4/K0TB4WclMs7VGJCZooUuThXtoVCY8LNCFBx+VoiCw88KUXD4WSEKzvnyWcnMzIRa3XG4JKSAyltvvYV+/fph5syZfp93Op0d7kPanN4fhULR4X68M2NCpVKp/GbSnO8qKyv5cyEKAj8rRMHhZyX89h6rwe/f3I9BfVLwj/svifZwKEz4WSEKDj8rRMHhZ4UoOPysEAWHnxW5oEt+ff311zh16hS+973vwW63w263i4EPh8MBh8OB+Ph4v9kj0qyUQNsYjUYAgF6vF7c1m81+9+Uvc4WIiIiot/t61zkAwMlzTVEeCREREREREdH5J+gMleLiYphMJvzmN7/xeW7p0qVYuHAhcnJy/JbSqqmpwaBBgwAAOTk5sFgsaGpqkjWvr6mpgVqtRmZmJgBXo/rq6mrZfhoaGmC1WpGXlxfssImIiIh6jXhdSMnFRERERERERBRGQV+Vf+973/PJLNm0aRM2b96MX/3qV0hLS4NSqcSaNWvQ3NyM5ORkAMCZM2dQXV2NK6+8EgAwYsQIKBQKFBcXY/bs2QBcGS67du1CUVERNBoNAKCoqAi7d+/GvHnzoFS6EmmKi4uhVCoxbNiwrr9zIiIioh5Gr/WcuhnNNtljIiIiIiIiIoqsoK/C/dVJ279/PwCgb9++UKlUmDlzJjZs2IC///3vWLhwIaxWK5YvX47CwkJMnDgRAJCeno5p06bho48+gsViQUFBATZt2oSKigosWbJE3PeCBQvw7LPP4pVXXsH06dNRVlaGFStWYObMmUhPT+/q+yYiIiLqeSRt5BqaTdBnJUZvLERERERERETnmbBOa0xMTMSDDz6IDz74AG+++SY0Gg1GjRqF6667DiqVStxuyZIlSEhIwPr162EwGFBQUIClS5di4MCB4jZFRUW46667sHLlSrz88stISkrC/PnzsXDhwnAOmYiIiKjHMJpt4nKzwYL8KI6FiIiIiIiI6HzTpYDKlVdeKZbyEuTl5eG+++5r/6BqNRYvXozFixe3u93YsWMxduzYrgyRiIiIqNcwme3icqvBGsWREBEREREREZ1/lNEeABEREREFxyTJUGk1WKI4EiIiIiIiIqLzDwMqRERERD2EQRJQOX6uEU++9R2OnWmI4oiIiIiIiIiIzh9h7aFCRERERJFjsXpKfq3YeAoAsPNIFZb9hT3miIiIiIiIiCKNGSpEREREPYTN7vBZZ7bY/WxJREREREREROHGgAoRERFRD2G3O6M9BCIiIiIiIqLzFgMqRERERD2E1U+GSoKOFVyJiIiIiIiIugMDKkREREQ9hL+SX6lJuiiMhIiIiIiIiOj8w4AKERERUQ9h9xNQyUxlQIWIiIiIiIioOzCgQkRERNRDWP30UFEoFFEYCREREREREdH5hwEVIiIioh7CZvPNUGGjeiIiIiIiIqLuwYAKERERUQ9hd/gGVPz1VSEiIiIiIiKi8GNAhYiIiKiH8Juh4ifIQkREREREREThx4AKERERUQ9hc/iW97Kx5BcRERERERFRt2BAhYiIiKiH8N9DhRkqRERERERERN2BARUiIiKiHsDpdMLODBUiIiIiIiKiqGFAhYiIiKgHCBQ4cfgJshARERERERFR+DGgQkRERNQD2AKU9rKxKT0RERERERFRt2BAhYiIiKgHCNQrpabBiOoGQzePhoiIiIiIiOj8w4AKERERUQ9gbaf5/O1/+rIbR0JERERERER0fmJAhYiIiKgHsNnYK4WIiIiIiIgomhhQISIiIuoB7OyVQkRERERERBRVDKgQERER9QBWGwMqRERERERERNHEgAoRERFRD2B3uEp+adQ8fSMiIiIiIiKKBl6RExEREfUANneGSkpCHJ646yIsvX5slEdEREREREREdH5hQIWIiIioB7DZXQEVtVqJ0YMzMWtiYZRHRERERERERHR+YUCFiIiIqAcQAyoq1+kbS38RERERERERdS9eiRMRERH1AN4BFYVCEc3hEBEREREREZ13GFAhIiIi6gFsdldTerWKgRQiIiIiIiKiaGBAhYiIiKgHEDJUVCr/p28Oh7M7h0NERERERER03mFAhYiIiCjGtRgsePq9YgCekl/e7AyoEBEREREREUUUAypEREREMe4vb34Hs8UOANAECqi4M1iIiIiIiIiIKDIYUCEiIiKKcftP1orLqgA9VGzMUCEiIiIiIiKKKAZUiIiIiHqQgCW/mKFCREREREREFFEMqBARERH1IGo1e6gQERERERERRQMDKkREREQ9iFrpOX2bOb6PuGxjhgoRERERERFRRDGgQkRERNSDqNWeHir3L5kgLtvtzFAhIiIiIiIiiiQGVIiIiIh6EGkPFZVSgQS9BgBgdzBDhYiIiCicTpU14Z/L9qKxxQwA2La/HLf8bg32HquJ8siIiChaGFAhIiIi6kG8m9KrVa6MFWaoEBEREYXXE2/uwJptp/Hk29+5H3+HxhYzHn1la5RHRkRE0aLuzIs2bdqEdevWoba2Funp6Zg5cyZmz54NhcJ1Qf/+++9j/fr1Pq+75pprMH/+fACAw+HA6tWrsXXrVjQ3N6OgoACLFi3CiBEjZK85evQoli9fjrKyMiQkJGDatGlYsGABVCpVZ4ZORERE1KN5B1RU7p4q7KFCREREFB52uwMnzjWiqt4AADh4qi7KIyIiolgRckBlw4YNeP/99zF//nwMGzYMp06dwrJly2AymbBgwQIAwLlz5zBixAhceeWVstemp6eLy8uWLcPGjRuxaNEi5ObmYtOmTXjxxRfxi1/8AgMGDAAAlJSU4Pnnn8fYsWOxcOFCnDt3DitWrIDRaMSNN97YlfdNRERE1CM0NJtkj4WMFO/HdgczVIiIiIi6atfRajz+6ja/z2nUSlhtnMRCRHQ+Cymg4nA4sGbNGlxwwQW4+uqrAQDDhg1DdXU11q9fLwuoXHbZZRg4cKDf/dTX12PDhg1YvHgx5syZAwAYOXIknnjiCaxatQr33HMPAGDFihXIy8vDHXfcAYVCgVGjRkGtVuOjjz7CvHnzkJqa2sm3TURERNQz/PLFTbLHWo08S1fIUGHJLyIiIqKue33FgYDPJSfEoa7JFPB5IiLq/ULqoaJQKHDfffeJwRSBSqWCzWYDANTW1sJgMKCwsDDgfo4cOQKHw4EJEyZ4BqJUYsKECTh8+DCsViusViuOHTuG8ePHi6XEAGDixIlwOBw4ePBgKEMnIiIi6nGcTicq6wyydXHeARV3hoqNTemJiIiIuiwtSet3vdPpRLxOIz42mKzdNSTYWdqViChmhJSholAokJ+fD8D1RWIwGLB7925s374ds2fPBuDKTgGA3bt3491330VTUxMKCgpw9dVXY9SoUQCAiooKaDQaWQkwAMjOzobdbkdNTQ0UCgVsNhtycnJk26SlpUGj0aCioqJz75iIiIioh7D4KSmhjZMHVISeKrzQJiIiIuq6vMxE7D1e67Pe+7ysvtkkC7BEyturD2HFplO4/tIhOHK6AT+7biwyU/VwOp1obDEjLVkX8TEQEZFHSBkqUsePH8cDDzyAd955B/n5+Zg7dy4A4OzZswAAo9GI2267DXfddRcSExPx4osv4sABV9qkyWSCXq/32adOpxNfazQaZeu8tzOZmGJJREREvZvVavdZ552holSyhwoRERFRpJ2rasHZqhbxcXeV/vpw3XGYLXa8+/kR7Dxchd+95urv8t7aI7j192tx3a9Xoa7J2C1jISKiTjSlF2RlZeHBBx9EQ0MDVq1ahSeeeAKPPPIIpk6digEDBojZKICrP8of//hHfPrppxg1ahQcHZSkUCgUcDrbvykgLQMWKiELhuTMZjMqKyujPQyimMfPClFw+FnpusZWi8+61pZm2c/V6RDKrtajspJBlZ6InxWi4PCzQhQcflZC53Q6YbE6oI1Toam51e82r3+6V/b41JlK5CT5Tn6JtNLKFhw/dRbrdpQCAMwWOx5/dQsevWVUB68kb/ysEAXnfPmsZGZmQq3uOFzS6YBKWloa0tLSAAADBgzAY489hs2bN+OKK65AZmambFuVSoXhw4fj66+/BgDEx8f7zTARslL0er0YUDGbzT7bmUwmv5krwVKpVMjNze3063uryspK/lyIgsDPClFw+FkJg7o2n1Xpaamyn6tOexxAG5KSU/jz7qH4WSEKDj8rRMHhZyV0b6w8iE83nsTT910MtcZ/DxWjRT5xpb5N0S0/5wSdGm0mm2zd7948AJPFE8wprWzjv3kn8LNCFBx+VuRCKvllNBqxfft21NbKa0lmZ2dDp9OhoaEBe/bswZ49e3xea7VakZiYCADIycmBxWJBU1OTbJuamhqo1WpkZmYiKysLSqUS1dXVsm0aGhpgtVqRl5cXytCJiIiIehyLn5JfKqX89M3TQ4XZKURERESd8fHXJ2B3OPHPZXv9nn8BQEl5s+zxJ9+cRJsx8o3pNWqVz7rmNkvAcRIRUWSFFFBRKBR4++238cUXX8jWnzx5EiaTCX369MGOHTvw9ttvi9kmgCvLZP/+/Rg6dCgAYMSIEVAoFCguLha3cTgc2LVrF4qKiqDRaKDRaFBUVITdu3fLSoQVFxdDqVRi2LBhnXrDRERERD2Fv6b0SpW87KlK7KHCpvREREREXVFVZ4DVz/kX4L9f3emKZj9bhpfR4spOGTkwA4P7pET8eERE1L6QSn7pdDrMnTsXa9euRXx8PIYNG4aKigp89tlnKCwsxLRp0zBw4EDs27cPL7zwAubNmwe73Y61a9fCbDZj0aJFAID09HRMmzYNH330ESwWCwoKCrBp0yZUVFRgyZIl4vEWLFiAZ599Fq+88gqmT5+OsrIyrFixAjNnzkR6enp4fxJEREREMUaYeZiXmYCKWlf5LyGAIlC5Ayw2ZqgQERERdYnBZIXF1n7mx/yp/bFm22kAQG1jZJvBOxxOmN2lvX5162SkJmlxwyOrYDS71o0elIn9J2uRFK+J6DiIiMgj5B4qixYtQmpqKjZu3IivvvoKCQkJmDRpEhYtWgSNRoPCwkI8+OCD+PTTT/Hmm2/C4XBgyJAhuPXWW5GVlSXuZ8mSJUhISMD69ethMBhQUFCApUuXYuDAgeI2RUVFuOuuu7By5Uq8/PLLSEpKwvz587Fw4cLwvHsiIiKiGGa1umZIxqk9ScVCiS/vx8xQISIiIuoalVKBAyfr2t2mf24SZk3sgw3F51BVb4jIOKobDPhqxxlcNDZfXKfTukp/6bUaMaAyrH8a9p+sRavRCofDCaXXxBsiIgq/kAMqSqUSs2bNwqxZswJuM2DAAPz85z9v/8BqNRYvXozFixe3u93YsWMxduzYUIdJRERE1OMJMyQ1Gk/t7Jz0eNk2QoaKvzIURERERNQ+p9NzDuWv3Kq3Syf3RV2zCQBQ7/5/uH20/jhWbz2N/31xFACgUABa9/lgvE6Nenelsf55yQAApxMwmm1I0DNThYgo0kIOqBARERFR97C4M1S0GhWe/Nl01DebUJiTJNtGaFJvszNDhYiIiGKf3eHEio0nMXJgBor6pkV7OAGDIrdcPhwJeg2OnK7H17vOAQAGF6ZCp1UjNUkLAGhqNUdkTN8erJQ9djpdfY0BV0BFkJuRAIXC9bzZamdAhYioGzCgQkRERBSjxAwVtRIjB2b43UbMUGEPFSIiIuoB1n93Bv9ZeRAAsPKZRVEeDfD+V8f8ru+fn4wLRuSipLxJXKdxl1pNTRQCKpawj+fgqTrUNQXOfInXeoImyQlx0GpUMFnsYu89IiKKLGXHmxARERFRNAgXxnFqVcBt1O4MleIjVd0yJiIiIqKuOCUJUMSCU2X+xzNmcCYAQBvnOQ8TJrKkuAMqjRHIUFm9paTd5zUaz628pPg4cXxC83oiIoosBlSIiIiIYpTQcFSvDZxULDSj33u8FpV1bd0yLiIiIqLOcsZYUm1Wqt5n3a9unQxdnOv8SyvpZad2Z6ikJEau5JdQ2isQ6USbeJ1aHJ+ZGSpERN2CARUiIiKiGGWy2AAAOm3gDBXpxXPxYWapEBERUWxzxFhExWCy+ayLk2SBSDNUPAGVOABAi8ECe5j72FXWuybIPLhkgrhu7JBMv2NTKBTi+DYUn0VjS2R6uhARkQd7qBARERHFKJPZdYHfXoaK0LgeAAxm3xsCRERERLEkxuIpaDNZfdZJs0C0Gs95mEbtCmYkx8eJzeCbDRakJenCMhab3YGjpQ0AgMKcJLzx2GX44ttSXD61v2dsGvlEGyFDZdXmEpgtdtx74/iwjIWIiPxjhgoRERFRjDIEFVDxZKjY2JieiIiIYsjR0no88tIWfHeoUlznlERUbGHO7ugMg7+AikYaUPHcOlMpXeW4VColkuJdWSrhakxvdzjx7ueHxcd5mQnITNVjybxhSEv2BGyuuWQwAOCSiX18xrp1X3lYxkJERIExQ4WIiIgoRgkZKkINb3+sNs+NiHCXnCAiIiLqirXbS7H/ZC32n6zFymcWAZBnqJgsdiTqozvXt83om+ErbfwuZKUAgFqynJKoRXObBU2tZpSUN+Hlj/fh+5cPx+hBmQhVY4sZS59eLwvOxOs0frctyErE//3pCnHCTUOzp8xXbmZCyMcmIqLQMEOFiIiIKEaZLEJT+sA9VKw2aYYKAypEREQUOyrq2nzWSc9dzJbolyv1l6Eia0QvKf+lUXluo6W6G9M3tpjxyEtbcKikHk++9V3Ix1+7vRS3/G6NLJgybUxeu69J0GugdGfLSH/G0ok2REQUGQyoEBEREcUoo5Ch0l7JL8mFs5UBFSIiIopRQiatUdLzzWyxB9q8W9jtDnECi5Q0K0WWoSINqCS5AyqtZrQaXUGZFkPo5b9e/HCPz7rvzRsW9OsVCs/ymcoW/G/tEb9BIiIiCg8GVIiIiIhilKfkV+AMFWkPFTt7qBAREVEMcTg85yZm9zmLtMSWv2BGd/rqu7Pi8rB+aeKyNEMlThJQUak80YuURFcPlcYWScmtjNBKbkn7yUhlpcUHvY/HfjQFWsm54n+/OIo7/7JO/HkTEVF4MaBCREREFKOa21yzHIWmp/70yU4Sl1nyi4iIiGKJdLKHEDyRZnG0tIWnoXt7bHYHXvxwDzbtLvN5Tpodct3sIeKyRhJQ6ShDpby2VVyXoPff9yQQ7wyd/MwE/O3eGWJ/lGBMHpGLlx++VLausdWMukZjSGMhIqLgMKBCREREFKMaW10zHlPcNbr9WXr9WHGZdbOJiIgolhj8lPdqlQRUarrhpv+uo9VYu70UT727E61GKyrr2vDap/vR1GqWbRcnCaJoZU3p/QdXUhN1AICT55o8OwmQceKP0WzDu2uOyNYN7pOKYf3Sg96HwF8ARvqzJyKi8Ak+5E1ERERE3cZitcNgcl0IpyUFDqhkpOhx+1Wj8PqKAyz5RURERDFF1i/FXYKqxejp71HbFPmAitXqmXByqqwRv3ttO6w2h092jDSgIs1ECZShkpzgyiCuqjeI64zm4Mtsvf3ZIazaUiJb19yJHiyA/357JgZUiIgighkqRERERDFIyE5RqxQdlo/QuOt5s+QXERERxRJpQGXNttOwWO2yMle13ZChYjR7AjjNbRYxo3f3sRrZdkV9U5GXkYBRgzKgkHR61wTooRLvL4hhCS6I4XQ6fYIpwvg6Q6VU4L4bx8nWGRlQISKKCAZUiIiIiGKQcEGdnBAnu6j3R+2+0GdAhYiIiGKF0+mE0eQJZny2pQRtkuwUwLeHSCRIS19JAzjSZvJ5mQnQqFX418Oz8eefXiR7vTSgkqDzTHLR63wDKnVNJny84XiHYzp8ut7v+knDczp8bSBzLuiH+VP7i49NIWTLEBFR8Fjyi4iIiCgGCeUptJqOT9dUSgZUiIiIKLaYrXY4vKqRGr0yOLqj/5s0U6OmwTcjpn9eMv5w51QAgErlO+9Y2kMlKT5OXA7UOP6NVYdw7awhfp8TVNa1icu/vX0KBuSnoPhIFS6ZWNju6zpy9+IxKK9pxb4TtT4/ayIiCg9mqBARERHFmJ2Hq/DSR3sBeLJP2sMMFSIiIoo1/kpOeWdNdEtAxeQZR3WDwef5a2cNRlqSLuDr4yTnYkkJHQdUAGDt9tN44s0dYt8YKbvDiVZ3ps70sfmYPCIXmal6zLuwP7SSPi6doVAokJro6r3Hkl9ERJHBDBUiIiKiGPP7f28Xl+M0QQRUxB4qbEpPREREscH7hn52erzPuu6YDCI95vYDlT7PZ6fFt/t6acmvRElfu/YCKi9+6JoY8/nW05g0PBt9spMAAO+uOYwPvzqGOHfgpKM+eZ0hlCJjU3oioshghgoRERFRDItTdzxTUe0uT2HrhlmeRERERMGQZoYAQE2DAV/uKJWti3SGSmOLGQdO1bW7TVaqvt3npdnC2jjPeZnOK6AyvH+6z2tfX3EAd/11PY6dacDnW0vw/pfH4HACJnfvmMQIBFR0ca5xMUOFiCgymKFCREREFMM0wZT8EgIqDgZUiIiIKDZ439B3OoF1352VrbPaIts4/cdPfNlh4/vkxLh2n49Tq6DXqmE025CXkSCuVykVsu20cSqoVQq/GcNrt5fii29LfdZHJENFy4AKEVEkMaBCREREFMOCC6i4S34xQ4WIiIhihHBDPylegxaD1e821giX/OoomKJSKjrsW6JUKvDW4/PgdDrFUl2CScNzsPNwleuBE0jUx6Gx1eyzj7NVLX73nRjffjCnM/Ra1xgZUCEiigyW/CIiIiKKYSFlqLApPREREcUI4YZ+coLW5zmh0Xt3NKVvjy5OBYVC0eF2eq0a8TrfbJLHfjRFXHY4nUhN8n2vAHC6otnv+hEDfMuEdZWQoWLqIJhERESdw4AKERERUQzxDoqE0kPF7mBTeiIiIooNwg395ATfLAyLO5ASyYCKPcBEE2mvE2lPlM5QSsp+OZ1AXmaC3+38ZYsoFEC/3OQuHd8fobeLdw8bIiIKD5b8IiIiIoohFqt8NqE6iAwV4WKeARUiIiKKtvLaVpw82ySe0yTG+2Z2XDy+ABt3l0U0oCLN0PjVbZORkx4PABjcJxVXPvgpAEAb1/XbYsP6peFIaQPmXNAXZyo9mSh9c5NwptJ/qS/AFYCJBLGHioUBFSKiSGBAhYiIiCiGeNf69q7V7Y/QFNXupwkqERERUXe68y/rAABD+6UB8G28/vS9M6BRq7Bxd1lEy5Wa3AEFpVKBaaPz/Jb26qh/SjD+eOc0nKlqwZDCVKzZdlpcn5eRgOtmD8Gz/93V5WOEQh8nb0pfWtmMukYTJgzL7tZxEBH1Viz5RURERBRDzF4ZKnEhZKg4mKFCREREUbRlX7m4fLS0AYBv0GJAfgriNJHvoSJMUmmvT0pXS34BrhJbRX3ToFAoZD1UNGolstPiu7z/0Mfjek8md0Bl6d824PHXtqGkvKnbx0JE1BsxoEJEREQUQ7wDKsE0pRczVBxsSk9ERETRYbba8eRb3/ms9z6X0aiVYv+3SAZUhAwNXTtlvXRhCKhIpSXpxOU4jQrxOvmxP3hiQViP50+8zpUR1Ga0wimpK3bwVF3Ej01EdD5gQIWIiIgohniX/FKpggiosCk9ERERRVlTi9nveu8MFYVCIQZZbDa7v5eExX/XHgXQftBEqwlvJXzvDBUhuAEAj/7wArG/SSRlpLiCOm0mG2obTeL6ljZLxI9NRHQ+YECFiIiIKIZ4z9TMy+i4VISKJb+IiIgoypra/AdUNGrfgIawzuFERPqonK1qwY5DlQAAdTvZvuHOUJEGVGx2hyxDJSNVDwAIUH0sbOJ1GiS6+9b86E9fiOvrAwS8iIgoNAyoEBEREcUQ6U2FO68ZjdmT+nb4GqVY8osBFSIiIoqOplb/GRBqlcInMyNBrxHLftU2GsM+lqp6g7gsLXvlLRw9VKSk5cXajFbZ+xbe759+Og056fH4/R1Tw3psKX+9Wwwma8SOR0R0PmFAhYiIiCiGCAGVQX1SsHD6QDFY0h4VAypEREQUZU2t/jMgbHYnfnv7FBRkJeIPP3EFEVRKBfIyEwAA5TVtYR2H3eHEe2uPiI9VSt9bX4MLUwEAcy7oeOJKZ7UZbVCrlLh0ciEmDstG35wkAMCYwVn492/mYsKw7IgdOytN77POYLJF7HhEROeTyBdvJCIiIqKg2dwlv9RB9E4RCDcKHA4nnE4nFJGuJUFERETkpVqSFSJltdkxalAmXv7VpbL1+ZkJOFvVgoq68AZUtuwtw4mzjeLjKSNzfbZ58mfTUddkRH5mYliPLdVmdGWE/PymCRE7RiDZ6b4ZKsJ4iIioa5ihQkRERBRDbHZXlklIARWVJ4DCPipEREQUDcckQQwp7/5wgsR4V58Po7nrmRN2uwMl5U1wOJw4ea5JXF+Yk4jr5xT5bK/VqCIaTAGAPtmR3X97sv1kqITj50xERMxQISIiIoopVnfJL01IGSqegIrd4YQqvOXAiYiIiNrldDpx7EyD3+cCBVS0GtcJi8Vq7/Lx/7PqIFZsPIVbrxiOjBSduP7WK0aIx+ku/7h/JtZsL8WSeUO79bhSg/uk+qxrYw8VIqKwYIYKERERUQwRSn5Js046ovQKqBARERF1p6p6A5rbLFCrFLhu9hDZc0Pc/Uq8xbkDHWZL1wMqKzaeAgC8vfqw2I8OACYMjVyfkkAG9UnFz64bi7QkXccbR8ioQZk+6wws+UVEFBbMUCEiIiKKIcJNgNB6qDCgQkRERNFTVefqn5KXmYjbFozAbQtG4GxVCw6eqsPsyf4bv2vjwpehIt2n0eza34KLBohBGwLaTDZU1rUhNyMh2kMhIurRmKFCREREFEPEgIo6+NM0pdKzrd3uv6wGERERUaQYLa7+HPFaz7zdwpwkzJ/aXzbxQ0ooxWUOY0BFH6eGyT0WXRyDKYLR7oyVB/6xkf32iIi6iAEVIiIiohhi60QPFel9CoeTF8lERETUvUzusl06bfBBjHAFVE6caxSXdVqV2Hxdrz2/i7JcNDYfAHDx+AL0z08GALQYLNh/sjaawyIi6vE69e2yadMmrFu3DrW1tUhPT8fMmTMxe/ZsKBSuq/nW1lYsW7YMBw4cgMViwdChQ3HDDTcgKytLtp9vvvkG69atQ319PbKysnD55ZfjggsukG1z9uxZLFu2DKdPn4ZGo8HEiRNxzTXXQKeLXi1KIiIiokgRGreGUvJLoVBApVTA7nBy1iERERF1O5NZyAoJ/jZTuHqoHD1dLy6nJmphcpf80oYwlt7o3hvGYeqoPEwekYP3vzwmrhfONYmIqHNC/nbZsGED3n//fcyfPx/Dhg3DqVOnsGzZMphMJixYsAAOhwPPPfccWltbccMNN0ClUmHlypV45pln8Pjjj0Ov1wMA1q1bhw8//BBXXHEFBg0ahOLiYrz++uvQaDQYP348AKC2thbPPvssCgsLcfvtt6O+vh7Lly9HQ0MD7r777vD+JIiIiIhigNADJZSSXwDEgIrdzoAKERERdS8hQ0UbQpktYduuZqi0mWzistlqF0t+6UPIlumN4nUazJzQBwCQm+npm2JjeVgioi4JKaDicDiwZs0aXHDBBbj66qsBAMOGDUN1dTXWr1+PBQsWoLi4GGfOnMGjjz6KwsJCAMDgwYPxm9/8Bhs3bsS8efNgsViwatUqzJo1C1dddRUAYOTIkWhtbcWnn34qBlTWrl0LtVqNpUuXIi4uDgCQkpKCl19+GSUlJRgwYEC4fg5EREREMcEmZqj4rzceiEqlAGxsSk9ERETdz2wJvcyWkKHS1ab0bUaruGw028SSX6Fky/R2cyb3xUvL9gLwZBMREVHnhDT1UaFQ4L777hODKQKVSgWbzfUH+eDBg8jMzBSDKYArCDJ48GDs27cPAFBSUgKDwYAJEybI9jNx4kRUVFSgpqZG3Nfo0aPFYAoAjBkzBhqNBvv37w9l6EREREQ9gtiUPoSSX4CnMb3dwVmHRERE1L2EIEZIGSph6qHSZpIHVIQSYud7DxUpjVqJC0flAgDO1bRGeTRERD1byAGV/Px8pKenw+l0oq2tDZs3b8b27dtx8cUXAwAqKiqQm5vr89rs7GxUVlYCgPj/nJwcn22E5y0WC+rq6ny2UalUyMzMREVFRShDJyIiIuoRrEJT+k6U/AKYoUJERETdTwxihJAVIgQ8zlS24JXl+7D3eE3Ix7U7nDhU4umhYrbYYXRny+jO85Jf3pzuU8T3vzzGnntERF3Q6XD98ePH8cwzzwAA+vbti7lz5wIAjEYjMjMzfbbXarUwmUziNgDEfioCodG80WgUt/HXfF66r86w2+1iFgx5mM1mMdhFRIHxs0IUHH5WOqe52TVr0GQ0hPTzU8B1YVxdXQMtDBEZG0UGPytEweFnhSg40fisNDS5zl+sFmPwx7aaXf+zObBqcwlWbS7Ba7+YEtJxP/rmDM5WtYiPzRY7Wg2u/ba1NKGysmvZL71JeU2zuHzmXDl0IWQT9Vb8XiEKzvnyWcnMzIRa3XG4pNMBlaysLDz44INoaGjAqlWr8MQTT+CRRx6B09lxlNvRQSkKhUIR1H46S6VS+c2iOd9VVlby50IUBH5WiILDz0rnxGldJ6qpKckh/fw0ahUAK9LSMpCbmxqZwVFE8LNCFBx+VoiCE5XPiuosACAzPTXoY2dlOwHska0Lddxrdnwre+wEYDS7gih98nOQm5MU0v56M5v9gLicmpaJ1CRtFEcTG/i9QhQcflbkQqslIZGWloaioiJMmTIF99xzDxoaGrB582bEx8f7zR4xmUxiRkp8fLy4znsbwJW5Imzb0b6IiIiIehNPD5XQmtIrxZJf/ieubNlX3qlSGkREREQd8fQtCT7rQaVUiCVLw0kIqLApvZw0gNLVvjVEROezkAIqRqMR27dvR21trWx9dnY2dDodGhoakJOT47ecVk1NDfLy8gB4eqdUV1fLthEe5+bmQqvVIi0tzWdfdrsddXV14r6IiIiIehObrXNN6VViU3rfLN/qegOefOs7PPry1q4PkIiIiMiLySI0pQ8tiBFqzzhvWknZKqVXcCaU4M754J4bxonLwr8XERGFLuSm9G+//Ta++OIL2fqTJ0/CZDKhT58+GDFiBKqqqlBWViY+39TUhBMnTmDEiBEAgEGDBkGr1WLXrl2y/RQXFyMnJ0fswTJixAjs378fFotF3Gbfvn2wWq3ivoiIiIh6E6EpvTrEGwzCTQR/TUbrWzwZvxbOSCQiIqIwM5ldN+iFRvPB6mqGSmqiK+viwe9NhFYjD6CEGtzp7QpzkpCV5qr2ImQUERFR6EL6dtHpdJg7dy7Wrl2L+Ph4DBs2DBUVFfjss89QWFiIadOmQaFQYM2aNXj++edxzTXXQKPRYOXKlUhMTMTMmTMBAHFxcZg3bx5WrlwJlUqFoqIi7Nq1C/v27cNPfvIT8Xjz5s3Djh078Nxzz+Gyyy5DY2MjPv74Y4wZMwaDBg0K70+CiIiIKAZ4Sn6FmKGiEkp++QZUpEEWg8mGOA1nbBIREVH4mNw36LUhNjr3zipxOJw+69rTanBNwB3cJwXaOBWMZk/mRVezX3ojIejEkl9ERJ0Xcrh+0aJFSE1NxcaNG/HVV18hISEBkyZNwqJFi6DRaAAA9913Hz788EP873//g0KhQFFREa6//nqxdwoAXHHFFVCpVNi4cSPWrVuH7Oxs3H777ZgwYYK4TU5ODu6//3589NFHePXVVxEfH48LL7wQ1157bRjeOhEREVHs6XzJr8ABFZPZc9FsMFnZhJSIiIjCSgio6LoYULHZHYhTBrcPk9mGNpMrgJKSqOWEkSAI/z7MUCEi6ryQAypKpRKzZs3CrFmzAm6TlpYmyzTxR6FQYP78+Zg/f3672w0aNAi//OUvQx0mERERUY8kBEQ0nQyo+Cv5ZTBbPcsm1swmIiKi8BJKfoXaCF6pkAdUrDZH0IGRM1UtAFzN1pPi42CVZF08+bPpIY3jfCGUQTtUUodJw3OiPBoiop6J+Y9EREREMcQqZKioQ6spLjald5cMk5IGUdpMVp/niYiIiLrCk6HStR4qwnlQMErKmwAA/fOSAQANLWbxuYKsxJDGcb4Qft4frjuO8trWKI+GiKhnYkCFiIiIKIZ0toeKsp2SX9KASjQzVMxWOypq26J2fCIiIgo/m90hnr/otaGV3fr5TRNkj0MJqHy2pQQAMCA/BQAw0P3/qaPzWN40gHidJ+B1prIliiMhIuq5GFAhIiIiiiGRaEovNGwFXD1UouWh5zbiJ3/5CsfPNkRtDERERLFq/4lanK3qeTe5TZJ+HNoQM1TGFmVh2ZMLxUCM1R5cb4+ymlaUlDcD8GSo/PoHk/HQ9ybi17dNDmkM55PZk/qKy/6CV06n73kkERHJMaBCREREFEPEgIo6fE3pD5+uF5dDmfkZbqcrXDc+vt51LmpjICIiikWVdW145F9bcPdT66M9lKBt2l2GN1cdFPunqJQKaEI8fwEArUYFtcodUAnyPKWuySgujx+aBQDIzUjAzAl9oFCEVjb1fDJ1dB4mj3D1Tnnhgz2y5/Ycq8b3H1+DD9cdi8LIiIh6DgZUiIiIiGKIzda5pvRCU1eHQ34jwul0yjJC/AVcupsjBsZAREQUS2oaPAECo1lenrO63iALIMSKp97diY82nMCWfeUAAJ02tOwUKbv7/OXkuaagtrdYXdsP7pOCtCRdp497PrK5g1ZGsw0tkizmx17ZhuY2C5atPx6toRER9QgMqBARERHFAKfTCaPZBqs7Q0Uo4RUslTsA0yhpyAoAbUYrjGZP+Qx/Teu7WywEdYiIiGKJtNRndb1BXDZZbLj9z1/iB3/4ApV1sdmHrKzG1dxcFxda/xQpocfb3/+3K6jtzVbXuU2cpvPHPF9JS7S1GV2lYKWlvqLZb4+IqCdgQIWIiIgoBny04QRuenQ1ahtdM1BD7aEiVLd4Y9Uh8SYDANQ0yme02uzRCWZIL9SZoUJERCRntnpuYlc1eAIqTa2eDII7nviqW8cULOGmfFcCKh2xO5z4eMMJHDvjyrq1CAEVNQMqoZJmQAkZKtLfM3WIk3oiweFw4mhpveyclogoVjCgQkRERBQD3vrskCzQEGpARfraGsmNmLomk2w7uyM6GSrSC+JAAZXqBgMaWkx+nyMiIurNhBJWANDQ7Mk2NVtiM1vAJsl43bi7DEDoDelDsWn3Obyx6iAefG4jAM/PixkqobNIzskaW8woKW/Cu2sOi+tsdiestugEMk6cbURTqxlffFuKh57fhGfeK47KOIiI2hO5bzsiIiIi6rRQm7pKQxTSklrNbfISYNEqt2WSlh3zGkOr0YoH//ENymvbkJsRj1d/PYcNZYmI6LwinXjQ1Or57jZ49VNxOJxQKqP/HWm2+N5wP1PZ0un93TCnCB98dQzD+6f7ff5MlWffNrvDk6Gi4TzhUP3s+rH4zb+2AgDe/OyQ33+3plYLMlP13TqubfvL8cSb3yEpXoMWg9W9rqJbx0BEFAx+8xARERHFoFAzVJwO/yW12ozyGzG2KPVQkZaX8G62u/tINcprXXXhK+sMfm/SEBER9WaWQAEVr34Wre7yWtHmrxRTV84xhvZLAwCxl5w3pWSixd1/XS8JqDBDJVRjBmdh0vAcAIGDYI2tZr/rI+mpd3YCgBhMEbQarbLSsURE0caAChEREVEMCjmgIrnOtNo8NyPaTPKL0mj1LzFJSpZIxwcARq9yJt4X0kRERL2drAyT5Ga20Sug0hTBG91rtp3G17vOBbVtuCc/aNznPTab/4BKfbOnJGhFXRsaWlw/BwZUOic1Udvu882SnirdobHFHLDP382PrsZ/Vh7s1vEQEbWHARUiIiKiGBRqQ1CHJKIinTXa5jWTtTub0m8/UIF3Pj8Mh8OJmkajuN7uNfvUd/Zt917EExERRZtZ0kOludUCu8MJo9kGo1n+PR6pgEpDswn/XLYXz7xX7DPxwR9/GSr985I7fXwhMBKod4cQQBF8uvGk+3W8rdUZel37HQC6O0PFewKQt0++OcksFSKKGeyhQkRERBRlFj83JUJt7Cq9xpTOGvUOqHgHMyLpz2/sAAB88NUx2XrvoI7R6yL6n8v24qmlM2KiRjwREVF3kJ4LWO0OPPT8RpRVt+CaS4bItvOehBAu0mzRxhYzstLa759hlmz/t3tn4ODJOswYV9Dp4wu94wIFc1oM/idbaJmh0im6uPZ/bt49+CLN0EFABQDWbi/F/Kn9Iz8YIqIOMJRPREREFGXeN0cWXjQg5Kb0ATNU3BeoSfEaANFrSi/lXWPdu+Hu0dIGnDjX2I0jIiIiii5pQMVstePE2UYYzXZ8d6hStl1XeqgcLa3HsvXH/Zb/fGX5fnG5ocXk87y3PcdrAABJ8XEY1i8di2cPQXZ6fKfH1lFApTVAQMXEvmudotd2kKHS0t0BlY4Dhf/6eF+H25gstpg41yWi3o0BFSIiIqIo885QGTUoM+R9SG+OSPcnXKAmJ8QB6L6m9O0dx/s57yb1APDgcxtxuKQ+7OMiIiKKRdLJELWSMpnevDNPBZV1be2WAzOZbXjo+U1467ND+PZghc/zu45Ui8vSfiWB/HfNEQCBM0dCJfSO8xdQcTqdKKtpAwAUZCXInstI1oXl+Oeb+I4CKt1c8svfueDA/BTZY3U7mctb9pXjygc/xfW//gxL/7aeQRUiiigGVIiIiIiiTHoT5dYrhmPq6Lyu7U8yW1O4MSHMRLR3Uw+V1nYay3uPQQj6XDVjoGz96ysOhH9gREREMUjaa0yaHXD8bKNsO3+9JhpbzLjjia9w7zMbAu6/tLJZXD52Rr5P75vZ3v1K/BHuV182pV+H2wZDzFDxMyFj4+4ycTkvM1Fc1sWpMO/C8Bz/fKMLEFD5wYIRAKKfoRKnUSEnQ57xZLE5AgZKVrh76gDAuerWgBlNREThwIAKERERUZQJGSXpyTpcf2lRp3qHSEt+STNUbO6AitCTxebongyV9hrLe98saWlzbTsgP0UWTNKw0SwREZ0nSsqa2n0+JdGVaeqdodLYYsYtv1sDAKhvNgfMUpFO3jhT2SJ7rq5JnhFj8pMtIFV8pEpcvv2qke1uGywhoGK22PGvj/biyGlPlurLklJPOZKyYj+5ejQS4+PCcvzzjbTkl/Az7ZubhL65SQCikKEiCRQqlQq8+utLkeTn33bNttN+X3+2Sv47bfbTn5CIKFzYlJ6IiIgoytZsLwUAxHUhgOAM0ENFyFARmo86opih0i83CaWVLbBLAioOh1Psl9IvLwn7T9aKz/m7kCYiIuqNquoN7T6fkaxHU6vFJ6DywbpjssfnqluR4aeViTR7taymFQ6HU5zAca66VbZtoL4k1fUGfLalBGU1ru2z0vSI12naHXewNGpPk/TVW09j9dbTGN4/Hb++bbKsb0xaslZcTowPz7HPR9IMlRvmFCFRr8GIARmoaXT9HjY0d3OGijuIN3tSIX567RjotWok6H3/fXccqsSCiwb4rFcp5efQZvbWIaII4rQ/IiIioigyWWzibLvKuvZvprRHWgFBVvLLHbwQLpy7K0PFX/114aaLze7AyXON+OPr32LnkSq0Gq1Qq5QYkJ+Cito2cfs4yc0VIiKi3spmD1zKSNA3z5U5cKpcnsli8CoBJkxS8CadbFFW04qbH1uNyjrXd+7Xxefk21r8Z6j89tVt+PjrE/j2YCUAYPGsIe2OORRChorU4dP1ePD5jeLjX94yCYmSAI6/G+4UnGTJpBW9Vo1pY/KRmqQVJ7O0BujVEylC2blEvUbMnknQ+c4BP3G2EVabHQdP1cFq8/xOe2ekMEOFiCKJARUiIiKiKApX43V/GSr7TtSIJRCEDJXu6qFSWtHssy7efWFsszvx6MtbseNQJf74+rcAgKxUPdQqJYr6ponbG8zdezFPREQUDcHMphd6W5wqa4JJEvDwzubcf6IW/ngfw2Cy4b9rXY3lpZMZAP8ZKqWVzWJmiiArVd/huIPlL6ACADUNnnJk2Wl6sYQpAOSkJ/h7CQWhf36yuCwtFavVqMR1wrllbaMRn3xzUhbACDehh4q0FJk0YPb3n89EnEaF5jYL/vr2Tvzqn5vx2icH3K+1+vQBYoYKEUUSAypEREREUeR9c6KznJLEEyGg8pt/bRXXCRfIHc2ADZczXrWsASBBkqHiPfMxI1UHALhpbhEGFqQA8G1QSkRE1BtZOphNP3tSIdKTddColXA6geZWT58yhULed81fhijgf8a+EDip9eqh0mKw+JwvbN5T7vP6jBRdu+MOhUqpgL8WctK+ckV909AiaTYezoDO+UatUuL784dhUJ8UTBmZK66P03iyg23uLOe7/roOr684gF//c0vExiNkWsVLslJ0kuBZRqpO7PUiZEh9vu00ahuNuPE3q33219FnioioKxhQISIiIoqiirq2jjcKgrQpvdli95mpJ8z4s0n6l3y1ozRgaZCuam7zbUof755p6O+5jGTXTZHE+Djc5p6F610nnoiIqDfqqDxRnEYFhUKB5ARXNkpTm6e/hXAjOt3dW8QUoFyXvxvMNrsDFqtd/F5eMm8YAGDj7jLc8/QGOCRBFX/nC5lhDGgoFApo43xLfQpZEpdM6AOFQoGLxuRDrVJgwrBsWbCFQnfj3KH4x/2XIFGS5STt52e2OnDsTIMYeDt6pgEbd5/z3k2XbSg+iw3usnN6SUk3u6RMbXKCVvb7KFiz/bS4PGdyXwzrl+YeOwMqRBQ5bEpPREREFEXVHTShDZa05JfFakdDi3yGqlAio7KuDU6nE6fKmvDc+3sAAO//+YqwNZUVtJl8gyHx2sCnntJZrnHush9WW/f0eyEiIoqmjm7+ClmmyQlxqGsyYdn64ygpb8aFo/KwdnspAGD0oCx8s/tcwIby/kog2e1OvPzxPgCAWqVApuS7+GxVC1oMFqQkanG2qgU7D1f5vF4I8ISLWqUCIB+ncHoj9ILLTo/H27+bH/bzFnJRq5RQKFw/d6vVju8Oyf/dX19xAEazHZdN6euTHdVZz/53l7gsLfmllOxfpVSgT3aiT2Z3fZPnfDcvMwE1ja7zapb8IqJIYoYKERERURSFq+mnw6uHSmOLWfa80EOlss6AN1YdQmOr5/ldR6vDMgYpIbvk5zeNF9fF+2kuKpAGVNQq1ymqdGYiERFRbyXc/NUHmHggZG6kJLiyULbuq0BFbRuWf31C3Cbd/T1qMgcIqLiDNtLv4uY2M77ccQaAq7+ZtNwTAOw5VoNjZxrw9HvFfvcZrhvqAkc73/s6SfZKUnwcVMxOiQiFQgGN2vWzNlt9M57rm8148cM92LzXtwRcOEh/P6ePK8CgPilYPGswAOBHV45EXoa8b47w+wu4+vBoNWpx7EREkcKAChEREVEUSfuEDO+f3un9XDVjkLhsttjRECCgAgDLvz4hq43+17d3oqlVvn1XCQGVfrmepqft3XjJSPGUDVGpXNt1V78XIiKiaBLKcUmbcEtJM1QCESYmmAOU/BKCNpOHe/plnDjXJNum0etc4On3ivHgcxtxqsyz3QUjXK/Xa33Lc3VVe9/7/sqBUWRoNZ5MYYOfjGMA2H+yNjLHVnv+nfVaNf5x/yX4wcKRAID8rET84c6pAV978fgC8feEGSpEFEkMqBARERFFkdEdUJl3YT/85ocXdHo/8y7sJ9Y+t1jt4n4Feq/SGFarfBbo59tOd/rY3pxOpxhQSXPXdAfkWTTepLNyVUp3hoqdGSpERNT7CbPpEwJkcgo3idsLqOS6G3ZbbA6/vSaEYxTmJOK5By7xu4+po/LEspv+6OJUeOSHF+CeG8bhuQdmBdyus2z2wOcJ0gblFFlChsq56hZU1vkvTVt8JHzZzdJAYqCgoiA9Wed3fVHfVGSk6JEY73p9eW2r3+2IiMKBARUiIiKiKBJ6jVw5fSBSErUdbB2YQqHAUEkjTqtXMCLR6wLVYpPP3Nu0p6zTx/ZmNNsg3MuRXhjb27lRUuQeO8AMFSIiOr9YxHJcnc9QyZGUQrL46UEmzNjXxqkwsCAFSfG+x8pOj8c7v5+PcUVZfo/xwJIJUCkVuGxKP+RlJvjdpits7Uyk0DNDpdsIv29PvPmdmIky78J+sm2q6w0Bs1dC4XQ6YXTv5/pLh2BQn5R2t/cuSycQysVOGpYDILwBHyIibwyoEBEREUWRUPJL305/kWAJF8AWqx1Wr4CJT0DFK0Ol1WDp8vEFQr1tpVIBrUaFgqxEAMBFY/Nl2100Nh+3XjEcb/9unmx8Ql309maqEhER9RbSYIc/aUmuCRftBVSy0zylM0sqfGfnCxkqwrmCd+aqkB0Tr9OIvVq8dXcj+ExJfzUtM1S6jUbje6swM1Xvs66q3n/2Siikk3BunDs0qL487/5+vs+6cUXZAIAhhamusdW1+ZwLExGFCwMqRERERFFitdnF2ZjhuEkh9Ekxmm2wec1O9S6hYPO6yLTawhe8EG4M6eJUUCgUeO7BS/D6o3PRLzdJtl1RYSquv7QIaUny8g3CLMP2mtMSERH1FkbJ96YgSxIgEW5mJwcIdADy0pnvflHi87x30CZeKw9Q/Omui8RlablOqYRuDqhMHunp95KbEd+txz6f+csCkQa3BDUNxi4fq83omoSjVinbLTcn5Z3RfffiMWLj+tQkLfRaFRxOBCxXRkTUVQyoEBEREUWJcBEJyG+EdJZwgdnUavEp9+E969X7+fbKbITKexasVqNCdlo8FAoF/nK354ZNoJJeSmaoEBHReUToO5ag1+BHV47E5VP7Y6K7dBEgCagk+s9QmTO5r2xmv79zCs93s5CJ4tnmmfsuxuA+qeLjDD83zwEgXt99WSIDC1IwY1yB+Lh/fvuloCh8/AU2MlJ8M1SqG7oesBBK3ybqNUFlp/hz+bQBYhBIoVCgMMc1gWffidouj4+IyB8GVIiIiIiixGB2XUTqtSqxzFVXCAEVu8OJxhaz7Dmtxjug4p2hEr6AiskcuHTJqEGZ4rJQ7sybkKHCpvRERHQ+kAZUrrlkMO6+bqwsqCGU+uqXm+zz2pnj++C+m8YDcPWgAIDcdN+AiNni+s4VvpulWQjSbBgX33MSpQJI7UKvt2Dcc8M4qJQK/OaHF+Af98/EsH7pGFKYiovHFfiULqXI0fkpr5aa5Ptv732u2Rme3/3QgnUFWa4ePpdP6+/znBCI276/omuDIyIKgEUoiYiIiKJE7J+iDc9NAo1aiUS9Bq1Gq08ZBu/ghtXqm6HidDo7PTtQymx1vS9/F+RSQq8Vb0JwyeEEHA6nmLFCRETUGwk3lRMlJbVmTypEQ7MJc6f0E7+bU5O0GFeUhT3HasTtpFkrQiaL1c+EBO/s0Vajp6G4d8+UoX3TfF4/tF96xHuoXDalHy6Z0EcM9mjUCjz785kRPSb58terR+Mna6UlDP33pMHEUPzmh1NQfKQKC6cP9HlutHvyzrGzDTF5Hrl1Xzn+8tZ3UCiAt347D2nJ/jPCiCh2MUOFiIiIKEoMps7NymuPMIOwplFehiFO7b/k17B+npsmgUpwhcpkkd+08TZpuKuMybwL+/l9XqXynKKGa0xERESxyt9N5ey0eNy1eKysFBcAPPqjKXjyZ9PFx9Kb3xr396fV5oTT6YTZakfxkSrsOlINs3sihTDB4mxVi/g67xvOwwek4/EfX4i/3+8JZlw6uW9X3mLQ/PXvoO7lr7RcnFrlMzmn1WD12S5UrUZXUCbU/jyFOUm4euZgMatZqn9eMlRKBQwmG+qaTF0eY7j95a3vAABOJ/DqJ/ujPBoi6gxmqBARERFFiZChEh+mDBXAczOmqVU+a9D7ZonVXfJraL90HCltAADYbA6/F6ah8m586+3RH01BS5vFb/kIALLyZ3aHAxrOASIiol6s1RT8LH2tRoUiSQaJtAeaxh2MOHCqEVc9tEL2Or3W09cMcJUK++LbUkwclu33OMLkh6eWzsChkjrMmVwY7NuhHs47YwkANBol9Fq1eI4HhCdDpbWTGSrtUamUSEvWobbRiIYWk5+SdrHj2JmGaA+BiDqBARUiIiKibmYwWWGzOz0lv3ThOyUTMlGE7BcAGNzHt5Gr0DNF2pQ2XI3p/73iAAAgUPUwlVIRMJgCAGqVJKDCxvRERNTLhVr2SFp+SS8pryk0E/f3zWn06m/2wytHYli/NEwbk9/usYYPSMfwAelBjYt6hxQ/vXLi1CrMmdwXy9YfF9e1GDufoeJ0OuFwOMUsl3AGVAAgwx1QibUMFYdX5nWLwRq2krtE1H0YUCEiIiLqZo++vBXltW24aoar7nOoZQ7ao9G4bqYIZbcSdGo8dvuFPttZ3LXUdZIskvLaNhT19S3zECqhSene47Wder1SyZJfRER0/uhMH4n7b56ALXvLZU25gymXJWSoJOo1mDvFf+lNOr9lpPj29NColbj1iuGYMjIXTa1m/OmNHahpMMBud8hKtQbr0Ze3oqregMR41+98n+ykLo9bKt39Hkorm1HfbMLM8QVIjO/6OW5XnSprkj02mm1467NDOHGuEXdeMwaFOeH9ORBRZLB+AhEREVE3ajFYcPxsI9qMVmzeWwZAniXSVXFeTUNvuXw40t3NLv/002kAXBkgFqGWuuTmy4PPbez0cVsMFvzpP99i2/7yTu9DoFIqxOwWe5iyZoiIiGKV2JQ+hIDK7EmFeOz2KbJG8f4ah0vFaVTiDWyiQKT99QQatRIKhQLD+qdj3NBsJOo1aGq14NDp+pD339Rqxr4TtaiqN+DkOVeAYdrovC6PWyrNnQn93pojePnjffjXx/vCuv/OOlRS57Puow0nsPd4Le5+an0URkREncGAChEREVE32by3DEse+1x8fLaqFUDgXiOd4d18Xi15PLDAVfrLZneKda+1ceEJ5rz12SF8e7AST7z5nbhu4fQBnd6f0EeFGSpERNTbCQGV+C5mrHqfA3gbX5QFTQfbECXGx2H2JHnPHGlJKq1GJWZStLSF3kfl/748KnusjVOFvc9JuleWzcbdZahrMob1GJ1RVuM6979u9hAM7esbuGrrQhk1Iuo+DKgQERERdZO/vr3T7/pw3twQSn559u15nKjXIDnBVe5g3wlXOa5wBXNOlzeLy0JP+etmD+n0/oTyEeHq60JERBSLLFY7LO6+Zl3tI+F9DuAtNyOhS/un88f9N0/AuCFZAZ8XMpzNVnvAbQI5fqZR9jhRrwl7D5GMZN+yZS9HOUulocWE1VtPAwDyMxOQkeo7xuNn2aSeqCcIeUqi3W7Hhg0bsHnzZtTV1SE5ORljx47FVVddBZ3O9cfgpZdewt69e31e++Mf/xiTJ08GAFgsFixfvhy7du2CwWBA//79cf3116Nv376y1xQXF2P16tWoqqpCamoqZs2ahUsvvbQz75WIiIgoJnVUoiMU3rNTNZK61gqFAgPyk2W9TXRhCKgYzTYcPeO5ABSSSroSKBIyVLybdxIREfUmbSbXjHSFAojXdi1rVFr2M16nxmuPzMUvX9iIspo2AJ4ySETBULdzfipMyLF0IqBitNhkjxfP6vwEnEDSk30zXrYfqAz7cULx0foT4nJR3zRU1LX5bFNW04ZxRd05KiLqjJC/rT/55BOsW7cO8+fPx5AhQ1BZWYmVK1fi1KlT+OUvfwmlUolz585h6tSpuPjii2Wvzc7OFpdff/11HDt2DIsXL0ZSUhLWrl2LZ599Fo899hgyMjIAALt378Zrr72Giy++GNdeey2OHDmCDz/8EE6nE3PmzOniWyciIiKKDd59T7rCJ0PF63FKgvxmSjgyVITyBT5j6cL7UimZoUJERL2fWO5Lq4ZS2bVZ+tKm9P1yk5GcEIeJw3JQVnMKQHhLjFLv1955nPC79tGGE5h3Yf+Q9mu2yIMwV84YGPLYOpKf5ZuN1cWPV5cJ58vzp/ZHv7xkXJU4CB+uOy7bprYx+mXJiKhjIV3lWiwWrFu3DnPnzsVVV12F4cOHY9asWbj55ptRUlKCY8eOwWAwoK6uDiNGjMDAgQNl/yUmJgIATp06hT179uC2227D9OnTMXbsWPz85z9HXFwc1q5dKx5v+fLlGDNmDJYsWYKRI0di8eLFmDVrFj777DNYrawrSERERL1DODNUpBkpgG8GivdsQ51XD5VQm8A7HE7sPlrt9zm1qgsBFRV7qBARUe8nBFS6Wu4L8JRhAiA2n//xolGSdXFdPgadP9rrySOcu1bUtqHST6ZFezpTJixUuRkJ+OOdU3HtJYM9KxWKqGY+N7aaAQCTh+cAAFKTtLhobD6UCog9axhQIeoZQrrKbWtrw/Tp0zFx4kTZ+tzcXABAY2Mjzp49CwAoLCz0eb3g4MGD0Gg0GDXK88UeFxeH0aNHY98+V03D2tpaVFVVYcKECbLXTpw4EQaDASdPngxl6EREREQxq72SCqGSzk4FAK1GHjDxDt5ovbZvM8nLMHRk/c4zeHv1Yb/PqVWdnwqoFprS2xlQISKi3qvN6PreDUdAReiTBgBO99enQqHAoz+8AFfOGIjpY/O7fAw6f8S105NHGphoDrExvdkS2rlmZ40rysYPrxyJ+2923Vd0OJxiib1oaHIHVFISPZ/TB5dMxFuPz8eEoa6KPnVNpqiMjYhCE1LJr7S0NCxZssRn/Z49ewAABQUFOHr0KBQKBdavX489e/agra0NAwYMwHXXXYcBAwYAACoqKpCZmQm1Wn747OxsbN68GWazGZWVrtqGOTk5PtsI+xg2bFgowyciIiKKGmEGqj9hbUrvHTDxylDp6PlQa2F/8e0Zv+vVKmWXGowq3dktdgdLfhERUe8VzgwVlSQzVFoyc8qoPEwZldfl/dP55YKRufhyxxno/fT2sdo8v1+hZJw4nU5ZyS+9NvJl6GZPKsQry/fBYLKhuc2CpChkajmdTjS1ugJPKYme8rsatRKpSVokuYOhrcbQglNEFB1d63gG4OTJk1i7di1Gjx6NwsJCrFu3Dk6nEwqFAnfccQdaW1vx+eef45lnnsHDDz+MwsJCGI1GsYG9lLDOZDLBaHSluen1+oDbdJbdbkdNTU2nX99bSQNZRBQYPytEweFnRa6sxhDwOUNbS9h+VmajvOxCc1M9KlWe8gFmk7yUQHNjPZ64YyweeW0vAKCisgo2k+95WiAGk9nverUKXXtPTteFenVNHVK0vfvikp8VouDws0K9UXlVLQBArXCE9ffbYDTx80Jd0i8DuP/6YcjP1Pv8LrW2ec5rH3lpC265bAAuHpvtvQsfVpsDQnJLQaYet80f2C2/p3FqBQwAzpVVQWX39P7rru8Vk8UuTloytTWi0toie95scI3pTGULKioqujQpiSgSzpdzMH8JIP50KaBy9OhRvPTSS8jMzMQPfvADAMBll12GqVOnYujQoeJ2w4YNw2OPPYbVq1fjzjvvhNPZcemGjrbpyh8XlUollikjj8rKSv5ciILAzwpRcPhZkTvXUBXwucz0tLD9rDLSjQA8WSN98nORmeqZoJKQUCvbvk9BLuJ1GiTqD6HVaEVqWgZyc5KCPp5C4b/cl0at7tJ7StQfQXWDCQmJKcjN7fgCvSfjZ4UoOPysUG+kjnPdWE1PTQzr7/fwAdn8vFCX5eX5z2xSqk7JHr/zRQlumDemw/21GDyTZF785Zwu9dsLRWK8Fo2tVsQnpiA3N1Nc3x3fK06nE2+sOgQASNCp0b9vgc82dlUrgIOwO5z49lgbrp452GcbomjiOZhcp/9ybd26Fc8//zyysrLwwAMPiA3n8/PzZcEUAIiPj8egQYNw7tw58bG/DBNpVoqQmeK9nfDYO3OFiIiIKJY1NLvOYSYMzcaf75omey6sTem9yod5l/SSmjO5L+J1rhIjQh8XW4hN6a02T9mGjBRPZouqC/1TAECvc837efy1bUFNxiEiIuqJhJ4OiWEo+QUA/7h/JuZNzsOSeUM73piok6whni8KhHJfapWi24IpAMSyZcZu6t8itf1AJZZ/fQIAZJOcpOJ1nvnur684yHNfohjXqb9eK1aswFtvvYWioiI89NBDSE5OFp/79ttvceTIEZ/XWK1WJCQkAHD1Ramrq4PdLq+zWFNTg4yMDMTFxYlRr+rqatk2wmNGxYiIiKgnEZq9J8XHQRcnTxL2biTfFd4NRL2bzkuzfO+9cZy4LFzUhtoEXlpDe6qkPrvR3LULVmk97tZ2+s8QERH1ZK0G13ecMMGhqwb1ScV1l/QN2/6I/ElP8i0PG8ykHJM7oKGN63IHgpCIARVT8OenDc0mrNx0Cs1tXSs9e+xMg7icESCgkuD1eV3+9ckuHZOIIivkgMqaNWvw2WefYerUqVi6dKlPL5T169fjf//7nyxY0tDQgJMnT4qZKyNHjoTFYsGBAwfEbSwWC/bv348RI0YAALKyspCVlYVdu3bJ9l9cXIz4+HixwT0RERFRT2A0CTdM1FAp5dkbmjDO0JNmqCgU7We/SIMrwhhCyVCxWO2obvD0ZNFLZtdJG452hsPh9LtMRETUm9S7M1jTkrUdbEkUO3501UhMGJqN1CTP763wu9weoTF7uDKygiUEVEx+MlTsdgfe+uwQtu0vl61/6IVNePWT/fh4w/EuHVvasSBe6z+Q5D256o1VB1F8pKrDTBWn04l3Pz+MjzecYFYLUTcKKSRcVVWFTz/9FLm5uZgxYwZKS0tlz2dlZWHhwoX45z//iZdffhkzZ85EW1sbVq1ahfj4eFx22WUAgMGDB2PYsGF44403cM011yA1NRVr166FxWLBvHnzxP0tXLgQb7zxBt555x2MHz8eR48exYYNG7B48WLExcWF4e0TERERdQ+DO2MjXqeG3StAoA5jyS9phopWowq675xQoiuUEg6HSupkj72zYbqCARUiIurtvtpxBt8edDX5TU/2nfFPFKsyUvT4/U+mAgC+99vP0dxmCSo7uazG1Xy9ICsxouPzJmSH+xvjvz89gFVbSgAAK59ZBMAVqKiuNwAAtu6vwE2XDYVapexUmTJpoOnSyX0DbjeuKAt7jtWIj3/32nbctXgMrpjmf0J5eW0r7vzLOvFxdYMB44qyMHFYtk8JYCIKr5ACKnv27IHD4UBlZSWeeuopn+dvueUWTJ8+Hffccw8+++wzvPbaa1AqlRg5ciSuvfZaseQXAPz0pz/FsmXL8Omnn8Jms6F///544IEHkJWVJW5z4YUXwm63Y+3atdi+fTvS09Nxww03YPbs2V14y0RERETdr83oKekxqE8qxgzOxL4TrgbxFmvXsjmk4iQXUO31T/EmXCDabMEHVExeWSjhLF0mLSVmC7EMGRERUU/w3Pu7xWUGVKin0sWp0NwGmIIIqJS7Ayr5WQkdbBleQha1d8kvm90hBlMAoKnVjJRErew8tLKuDT99ch2S4uPw/IOXBD1ZSXC2qgUAMHtSISYNzwm43e/umAqzxYabH/tcnEz0r4/2welwYsH0gT7br9x0Svb4sy0l+GxLCWZPKsT9N08IaYxEFJqQAirz5s2TZZAEMnLkSIwcObLdbfR6PW655Rbccsst7W530UUX4aKLLgplmEREREQxR5qholIq8Oe7LsKVD34KAD49VbpCI8lQidf6llMIdAnYmab0jS1m2eM4jQr33DAOL3ywB7MnFQa9H3+k47A7Otf4lIiIqKcI1KyaKNYJ/VC8J9oI9h6rwaGSOlx36RAxQyU/s7szVFyTfgxeQR/vMZdWNmPM4CwYJIEXpxOoazKhrsmEFoMVyQmeijkWqx2/fXUbahoMeOqeGchIkX+O7XYHTpc3AwBunFPU7hhVSgXidRqfc/XXVx70G1AJlIWyfudZLL1+XLtlf4moa7q3CxQRERHRecpg9PRQETzygwtwpqoZw/qnhe040gwVaU+TjnSmh0pTqzygotUoMeeCfpg8PEd2sdkZU0fn4ZNvToY8JiIiop5mcGEqM1SoxxKCFYH65/3xjW9htthhMNtQXtsGoPtLfiXGuyYZCRnjApNFfo5ZWtGCMYOzApYvq6xrk53jvrvmCA6ecpXA/WZXGa6dNVi2/bnqVlhsDui1auRmdC4rJy/T/+vMfvrBCErKm1DUN3zXF0Qkx3AlERERUTfwZKh4skamjs7DjXOGhlw6oD3S2WjxIQRUxJJfIZTXamz1zVABgLRkHVSdqDEt9b35w8Rl754zREREPZ10ssDvfnxhFEdC1DXtNXwHPIGWXUerUeEOqHR3ya+keFcQpNUroOIdBDp2tgGA/14rAMSAkOCwpJ/gG6sOYtVmeRmuk2VNAICBBSlQKoM733/o+xMBADnp8QB8ewkaTFa89ul+bD/g6r/002vH4MJRue2Ok4jCiwEVIiIioghqMVhwqqxJLB0QSpCjM2QBFT8lv6aOyQMAZKbIZ8Kq3U3pQ8kGMZkj10NFF6dGerIWAGBnDxUiIuplpDPlE/S+39dEPYXQs89fyS9pXxWlQiH2Jknr5oysJL0roNJisMjWm7z6GG7eUwaj2QaDSR54ETzzXjHqmowAXOfMR0obZM+/sny/LAAiBJAKc5KCHuv0sQV487eX4bEfTQEANLXKx/z+l8ewYuMpsdl9dpoe9900ATfOKcK4Ildf6qo6BlSIIoklv4iIiIgiaOnfNogXPID/IEc4SYMawoxBqWH90vHPX8zyqdWu6lRTevnsPXUXs1K8qTpRhoyIiCjWOZ1O/PzZr8XH4f7+JOpOurjAGSr1LZ5z4FZ3MCNOrYQ2jJNwgiGU/Go1uAIllXVtSEvWwewu+dU/LxnltW2wWO2obzahss4QcF/L1h/H9+YNw82Pfe73+bomE7LSXOfZbe7ATFJ8aOf/GSl6qJSuvwutRgvqm01iWcAjpfWybYf2S0eiXoPvXz4c7395FHuO1bQ7fiLqOn5rExEREUWI0+mUBVMAIF4f2fkscZIMFWHGoLe+ucmy0mOAJ7MllOCF2WtWnzKMpcsAQO2+kGSGChER9SZNrRbUNpk63pCoBxB6qHhnLgOujA2B8Duf1MU+e50hBFROVzRj675y3PHEV/j1PzeL57K6OBWS3dv89Ml1ePWT/QH3VVVvwLEzjeLjMYMzZc+X17SKy21iD8XQJ1SlJMZhcJ8UOJ3AH17fLmb7OCWnxX1zk2Q9XYSgS0ML/74QRRIDKkREREQR4p2iD0Q+Q0UjmfGnUgUf4BBmx1pDCah4lXZQhvnMUqg1bXcwQ4WIiHoP6WSLy6f2j95AiMJAF6CHyu6j1dh1pNpne6GfSXdKTtCKy3956zsAwPGzjWKGil6rRqJkXP56qNx82VAAQGOLGbXusl8A8LPrxqIwJ1F8XFbbiq93ncO7nx/G7qOu99+Zsn4KhQIPLJkIpVKBk+easHV/OUxmG0orm8VtrvD6+5EmBlTkfQ6JKLwYUCEiIiKKkOoG33T7iPdQkZQNyc8MvuGn2EPFFnw2iHeGiiLcGSruMTFDhYiIehMhoDIgPxl3Xzc2yqMh6hrh3FbaF6i+2YTfvrrN7/bRCKhkeZW6FRjdk4N0WrWYxSI194K+4vLEYdkAgMZWM2obXQGVeRf2Q35WIp6652IxM7ysuhXPvFeM9786JgY2Ejp5/l+Yk4RrLxkMANh5uBqHT9eLfRn/8JOpuOKiAbLtUxNdgaNGBlSIIooBFSIiIqIIaTXKG1qqVcqwNm73R6lUYHBhKlKTtLh0ct+OX+AmZKgEmw1SWdeGo16NODXqCPVQYYYKERH1IkJAJSPF/01eop5EKDnV3ObJzP6/L44G3j6x+wMqSqUCg/uk+Kw/XNoEAMhI1iHRTxbJD68cicWzBuOvS6cjNcmV/VHTYMSWfeWu17k/w4l6DX581SgAwKGSOp/9dKbkl+CCEbkAgF1HqrDzSBUAYMa4Aowfmu0zmSkt2R1QaTXD4eCEJKJIYUCFiIiIKEKMJnm5AH9N4iPh6Xtm4NVfzwlpBqBaHVpT+peW7RWXB+anYMLQbAztlx7aQDsaEzNUiIioF6qobQMQeNY8UU+S7D7fbDF4AipV9YGboudlBJ9BHU5/uHOaz7rdx12Tg6aNyYcuTn6eHq9TIyk+Dj9YOBIjBmQgM1WPvrlJAIAzlS0AgMnDc8Tts9PjAQAnzjX5HKcrwY2ifmnIStOjzWTDio2nAACjBmX43TbFnaHicDhl/x5EFF4MqBARERFFiMEkz1DxN/MtElQqZcjBm1B7qJyt9jTcvO+m8fj9T6ZCpQxvyS+VMrSsmc768ttS3PSbz3C4pD6ixyEiIgI8N2OFm7NEPZnQn6S5zYLKujas3lqCpjZPyakpI3Nl2+eFUJI2nJLi45CbEe/3uZTEOCQlyCcieZ+3q5QK3HPDOPGxXqvG4MJU8XFmis5nv3Mv6IsRA9Ixriir0+NWKRWYMbZAti5QFrpapRQzhm7/85e4/+9fwx5Cf0QiCg4DKkREREQRYvBqaNlqjN2ZYkJAxRZkNohZ0nhUqBkdbiqhr0uEM1Se/2AP2kw2PP6a/1rfRERE4VRe65qUUJjNgAr1fNKSXw+/uAn/+mgfTrqzNL5/+TA8sGSCbPshkiBEdxs7xH9gQ6dVIztNnjHmr0zXgHxP2TDviUSZXhlnM8YV4N4bx+OvS2d0ueSvdGwJOjW07ewvNckV4DJb7DhxrqndbCEi6hwGVIiIiIgixOBV8ssZw5WrxKb0Qc5i00rKIoQ3L8VDLWSoRGhmXVOrGa2ScghGrwAYERFRJDS1ur57Ut39Doh6sgx3ZkZDswn1zfJm6BOH5iBep8G9N4zDjHEFePGhWbKgRHcbPzTb7/p4rRpzLugnW+cv21sayPDulRiv08jK7QqBjXDIkARrOtpvmtfzlXUGnKlsxtrtpUGf5xNR+xhQISIiIooQ75JfwZbTigaNKrQeKkrJrLycdP/lE7oqkhkqBpMVt/5+LZY+vSHs+/bnbFULfvfaNhw85duolIiIupfRbENDiykqx3Y4nGhzZ6yG0uuMKFalJeuQl5kAf21C4nWuoMTcKf3wy1smoV9ecjePTm7C0Gyx14mUNk6NRL0GT987Q1wnjN3bsH5pAOC3yf3l0/qLyykJ4ft8F2QlissJHZQQTkuSlx6rqG3Fyx/vx4sf7sGP/vgFS4ARhQEDKkREREQR4p3xcNGY/CiNpGNiU/ogL7KEkl8vPDQLKlVkTik9PVTCH1A5fLoeDocTdU3yG2pmqz3sxwKA+//xDYqPVONfH+0FAOw6Ui2WfCEiou71k798hVt/tzYqTZvbTFbxxjMDKtRbBGo0rw8QlIgWvVaNlx+ejVd/PUdcp1YpoXGfB0uzUvyV/AKA3/74Qlw9cxAeWDLR57lrZg7yPAhjCndhThJGDswQl9vjncFSUWfA/pO1AICGFjNeXr4fzlhOmyfqAWLrLxsRERFRLyKU/Oqfl4wLR+VhkfQiK8Z4eqgEG1BxBR50EeqfAngyVCLRlL60otnv+l1HqjB1dPgDX8LPq7SyBX/6z7f49mAlAGDlM4vCfiwiIgqs1WhFY4urLNHpimaMHpTZrcdvaXMFcfRalXgTl6inC/S7nBAgKBFNGrUKabJye57ggk4SUPFX8gtwBUJvv2qU3+cS4+Nwx9Wj8NnmEsye6L9xfGf9/idTsftoNUa5AyuBJHtlxny68aTs8ZptpzF5RA4uGJHr89ojp+uxanMJLp/WXwzgEJEvfnsTERERRYhQ8mvRxYPwvfnDkNhBin40hVJey+l0ipkc7TXF7KpQgzwdMZisOHamAU6nE81t/mcl//1/u8NyLCmLV9aLEEwhIqLud7ayRVzWRCjDsj1b91cAYHYK9S7+mq7HqZUxGzTUSXoBSs99peu1nZw0dNWMQXjl13OQ5dXkvqu0GhUuHJWHxA7+djiCyD4pKWvyWWex2vGLFzbhm93n8Kf/fBv0uE6ea8Sz/y0WA9VE54PY/MtGRERE1AsIGSqBajDHEk0IwQurzQHhWq2zF5vBEII84WoW/4fXv8WDz23Eln3lKJXcUJPyntXXFTa7A+U1rahvjk6dfiIi8lVR5ym3GKkyj4EYzTb835dHAQAThuV067GJIslf4EQbp4JCEca6V91Ar/Wc18byRKj2ePdQkbrl8uEAgLIa37Kz1Q0GcbnVaPV5PpAHntuIDcXn8I//2xXCKIl6NgZUiIiIiCJECAQEKhkQS4RsEGsQTemlN6D8zUgMl77uGtHfHayC1WbH51tLUFnX5nfbTXvKcM/TG3C2yn+gBIDYEP6vb+/EzsNVsufuu3EcgMA1wDvj1eX7ceeT6/DQ8xvDtk8iIuoaae+s7g6o1DYaxRKQP71mdLcemyiS/J0PRqAFXkSolJ6gj1qStTauKCsaw+myWRMLMXtSIR5cMsHnPfTPSwYAbCg+hxNnG2XPVTcYxWWFAnD4+Qf013tF2K74SDWzVOi8wYAKERERUYQIJb96QoaK0JTeHkSGinAzSK1SyC48w23sENdFYF2zCZ98cxIvfbQP9z6zwe+2T72zE6crmvHih3s6dSy9u8a3xRa+m2sH3AGcplahXr4acy/oizGDPfX62RSUiKh7SQMq3iUZI62hxXXsPtmJUEWh3BhRpMT5yVBpCyHLIZqSJNnJCoUCP79pPH505UiMGNAze4ho1Ercf/MEXDKxEN+fPwwKBTC4MBXPP3gJJgzLRnqyK4Nl+dcnsHLTKazfeRYAUCPJUHE6XdcxW/aV46sdpTBb7fjpk+vw21e3ieeuTa1m3P7nL2XHvufpDd3+d5UoGmL/6p6IiIioh/KU/Ir9kgGefiUd3+Dvjv4pgGe2o83mwL4TtQAAo7n9i7RAGSzbD1S0fyy1b4bOF9+WorrBgO/NGxZyyYodhyp9smUGFqTg3hvHo81oxU2PrgYQ3M9b2N/HG07g5rlDMbaHzpgkIooFdU2eWdjCBIHuUt/smr3dXkkeop7IX8kvZYxX+7r1iuF45/PDeOh7E2XrL50c3mby0TS0Xzo+enIhVEollO5/kHtuGIff/3s7Nu4pw8Y9ZQCAi8cX+PQX3H6gEs+97+otqNdqUFbTirKaVpyuaMaA/BR8ueMMqusNstc0tppR12RCXmb4Mr6JYhEDKkREREQR4HQ6YTD3nB4qoTSAF25ARbJ/CuC5OLfa7O2WTVuz7bRnbFb/41+9pcTvem2cCncvHos4tcp9LNfr3/n8MD746hgA4NJJfUO6MKxrMuKPr/s28xR+D+I0npsO1iAyYsxWu7i/R1/ZipXPLJI932KwoLSiGQMLUnpE8I6IKJoamj0laSxWO1qNVqiUim4pz1nb6ArmpCVrI34sou7kXfIrM0WHO66O7bJ2119ahMlDEtC/b++eqKJRy/9tRg3yzbypazL59Cz8bKvn3PnJt78Tl7ftr8CA/BSU++nDArjOS/PAgAr1bswxJSIiIooAg8km1hRO6AE3udXuBvDWIAIqQsmSxPjwNXD3RyPp66KTBG+kpQRMFhv+uWyv+LjNaIXJTxN7fYCg1tLrx2H2pEJo3EEOYd9CMEU4hj9NrWb8/X+7cKikTrZ+4+4yn2PkZSTgtgUjAMjrc3vX73979SFc+eCneOSlLWJJhfomeVP7BkmTe5PFhp89tR6/fmkLfvznr9DUakZNgxEl5U1+x0xEdL5raPUEVFoMVtz15Drc/dd1sEe44UNTqxlvfXYIADCkMDWixyLqbtIMlftuHI83fjsP08bkR3FEwdFFeHJQLNLF+Z4T1zYaxcx6gXePFcG2/a6s78o6T3bKL74/EQPzUwDAJ9OFqDeK/emSRERERD1QtbsOcXJCHHQ9qCm9LYim9GXuGWkFWYkRHZNwcW6xOWQltxpbzchOiwcAHC1t8Hnd6YpmDOufLlvX0uaq461WKWRltor6pgKAmKFicb//pHgNWgyu13jP2BOscNedXr/zLP5x/0wM6uPaV7WkBvWPF43CvAv7Yd6F/cR1CoUCcWolLDYHrJKMmvLaVny47jgAYP/JWry75ghMFhtOnpMHR0orm5Hmrn9dVW9Ag7sBaIvBgu8/vkbc7le3TcZFPeBmBhFRd3E6nbKmye98flhcPlPpKmMTKf/4v93ick+40UwUCmkWRKRLwlLXZafpZU3oaxoMAc93vZ2uaMa2/RXYf9JVjvcvd1+EUYMy8cW3pQBc56NEvR0zVIiIiIgioPhINQAgNyM+yiMJjtCUPpiSXxU1rj4l+RGujyyd7Sid7Sated9q8G146p314Xq96wbayIGeMge/um0y8jMTZccSSnBJS1eYAtTYP1paLy5/sM6T0VLu/vksvX4cFl08yO9rNRohgOPZ94ad52TbfPDVMazYeAoHT8kzYITgEOD//Qu+2F7qs27/yVoxIAYAB07W4tsDFWI2DBFRb2Y02wI2TD4eYDZ2uOw8XCUuC5MCiHoLaTlTjYa3GmPdX5fOkD2uaTTCYHKdU6qCaH7zxJs7xOXMVD0AIDnBVcqwhRkqdB7gXzkiIiKiCPhqh+tmtnCREeuE8lr2IJqktxpdF1ypSZGtAa+WBFSkN6KkJbj8zabzFxQSAjKFOUniuqF908RlT8kvh89+/ZUQczqdOFXmyRw5dqbRcyz3zLz2auTHqT3lzARNbeZAm8u0GD0Xqq3tzALcdbQad/7lK9S7S4St3V6KR17agp8+uQ73//1rbNtfgUf+tQV/emMHth+oCOrYREQ9WZVXA2Up73I34WS1OcSG0C88NCtixyGKljjJOZt3PxWKPZmpejy1dAZy0l3BXWnJr0AZdBOGZWP2pEKf9Rkprqxp4by3qiHw31mi3oIBFSIiIqIIaGp13eieM7lvlEcSHKHkVzA9VIQMkEiXdPBuoimQZowIwZWLxuaLARJ/Zcva3EGg3AxPVo1WUjfb05TeDqfTKQui+OuhUlbTKpYEE17nfaz2eueIGSqSmdJGPzfzrr1ksM+699YcwU2/+QyPvbxVLPclrQGeJOltU17bhpc/3gcAWPfdGXH9iXNNeOLNHRASU85V+28sSkTUm9z7zNcBnzNbIxdQeW/NYTgcTui1KvTLTer4BUQ9jPScTRpcodg1fEA6Fs8eAsB1HrjvhKuE1yUT+uDeG8ahMCcRV108UNw+K1WPfrnJsn389vYp4r+98FxpRXN3DJ8oqmK/oDcRERFRD2O1OcQsjiJJFkQsC6XklxBQifQMRJVSAaVSAYdXo+BHXtqCd343H6lJWjGTRB+nlrwH+fYOh1PsjZKS6MkakQYhNJLX/u3dYkgPaTT7lof5eperPFd2ejyq6w2yTBMxoKIPHFDRajz9YaAFvjtUib3HawAAowZl4MDJOlw5YyB+eOVIJCfEYe/xGmSnx2Pt9lIx22bP8Ro43BGRMYOzcKikDskJcXj5V5di5aZTeO3TAwBczUNtdgdOtdOo3rvxPRFRb9PU2n4WoDlAeceuOHGuES+8v0f8+2s022U9wYh6C2lWLjNUeo4sdya9EEwBXBNzLhiZi7lTXP3/tBoVVm8pwTWXDEZVnTz7ZPKIXHG5f54roHKqrAkOh1PMyiPqjRg2JiIiIgqzuiZXk0elQp4tEMuEesnBNKW3dFNABYBPMEWwZV85AE+2ik6rglrleg/eWTbSLJDsNE8JNiErB5C/l017ymSv91fyS8jomDY6z30M1zGPlNaLAY/2MlR0ca55TU2tZpTXGvCH178Vs02umDYAr/z6UtyxaBQAYPHsIfjDndP81twXLoAzUnV47Tdz8dwDl0ChUIgXwYJrfrmy3ZuFQoCIiKi36igT78N1x/3+vQ9V8ZEqnKl0zdD+10d7ZcHsof16xiQLolAN7pMqLgc6d6PY4680cZHX36lbrxiB9/54BQqyEjGwICXgvgYWpEAbp0KLwYqn3ysO+1iJYgkDKkRERERh9tKyvQAAhxM9ZnaWJpQMFfeNeWnJrO6m17oCEsLNL12cWgyQeAeFpE3qh/VLx1UzBuK2BSNks4TbK0/hrym98DMQMl5sdgccDid+8fwmcZsEfeBk8MGFqQCAw6frcbZaPtsvQadBfmaizyzmrLTA/XhGD8pEol4Dnfvnoteq8eIvfOv0XzyuALdeMVx8fMnEPgBcfXG++Na3iT0RUW9RVd/W4TYbis92ev+vLN+HKx/8FL97bTt+9rcNAACVUv7d8tD3JnZ6/0SxLF6nwaWTC9E/LxmD+gS+6U6xxTug8uzPL/bblF5Yl5qkxeJZrnK0wrmsQK1SoiAzEYBrclJ5LcvJUu/Fkl9EREREYVZa2fNqB4vBiA4CKna7A3Xu8lDaAD1OuoPd7kBDswkrNp0CIGSo+H8PQvAjTq2EUqnAHVeP9tmfStVeQMV3xrKQ9ZIU78lCuf8f38i2EYI+/owckIHPt57GN7vOif12BPEBAjHTx+bDYLSiocWMnPR4PP/BHgDAiAHpmDGuwGf7frnJuGPRKLH0FwBcc8lgDC5MxbwL+6O0ohnD+qfh62JXdsoLH+zBjHEF7Y6biKinkjadf3DJBDzz310+2/gr8RiMQyV1WLW5xOt4VrFZMwC8+/v5srKTRL3Nz2+aEO0hUIgSdPJzviGFHWfR/WDhSEwanoPCHN9+UIP6pIhZedX1BuS7AyxEvQ0zVIiIiIjCLD/LdfHw02vHRHkkwfMEI5xwOgOXavjrOztR3+wKqESzRrbV7sBz7+8WH8t7qPjPUAklo+aRH1yA6y91Neo0+ikBIwRpEvWekm6nyjxlXbLT49utkz9yYAYA+ARTACA+QEBDo1ZhwfSB+P7lw8XfMQD4/R1TAx5n4fSBssdCqYbkhDiMHpwJjVqFEQPSxedPnG0MuC8iop5M+Ft+0dh8XDKx0O827X3/BWIwWfHwi5t91h8+XS+Wcrz/5vEMphBRzFEoFEhNcv1tGjM4M+jXjRqU6fdv2m0LRojLVfVG7D1Wg7+8tQMPv7gJH2840fUBE8UITj8jIiIiCjNhFmxuhm/Pi1illpS8sjucYj8Sqcq6NmzbXyE+jmbJL5vNgeIj1eLjeJ0Gmg4yVLQhBICmjs5DVb2rFJfJz4xlIUgTr/N/Ov3EXRe1u39/NasFuRkJHY5vWL80XDQmH/3yksUyX/4olQp8+rer8PbqQ+ifn+K3BN3di8di6dOu8jSHT9djdAgX1EREPYUQUElP1gXcJpiyl97+9J8dftf/7rXt4rJeG7inFhFRNP3tnhn43xdHcdWMgR1v3IGURC2umNYfq7eeRlV9G77cUYqjpQ0AgEMl9Sjqm4pRg3ieST0fM1SIiIiIwszoDqjE96AbKNIASqDG9A94lbSK03TvqaQ0GGCzO2SP++cni1k21gA9VDoKAN1+lasJ/CM/mAwA0Lm3l5b8+nDdMXy2+ZQYpBGay3vLSe98MC2YzB+VSolf3TYZN182tMNtlUoFfrBwJC6Z0Mfv8/3ykvHjRa73fqS0PrTBEhH1EMJ3c3tlDZsNvlmDHdl/srbDbQIF34mIoi03IwH33zwBg/qkhmV/wjlwdb0RdY1G2XOrt54OyzGIoo0BFSIiIqIwE2bB6nvQDRS1pIeINcAM3RaDVfa4O0p+/fym8eLyU0un47Ip/QC4xihtJN8vN0lS8ktessWTodL+v8fVMwfhf3+8HFNH5wOAmPkh/HvWNBjx9urDeHn5flTUuZobdyVLR2gOP6JfMp574BKMHpSJ+2+OTv3x/nnJAFxZSEREvY3Zase2A64My/YCKi1toQVUHA75980/fzHL799xBlSI6HyRk+7KtP5m9znYvf5GlpQ3+XsJUY/Db3UiIiKiMDOYXIGHQL0wYpFKku2x5LHP8dvbp2DyiFxx3ZZ95T6vCaWEVmcJvUYAVwBH4w6aNLdaxMbw9988ARq1Ssyy8e2h4gqIBBP8SIz39ETRu7c3W+z4fNtpvLRsr8/23vtMitfgutlDOjwO4GoQP3lELrRoQ15eCp64u/0yYZEkZOOYraGXuyEiinVvrjyIuiZX/y/vgEpOerxY4rE5xIBKizujRaEAPv7rlVCrlKjxmpENuMpSEhGdD6RZ2kIfqbsXj8FLH+1DU6s5WsMiCquec5VPRERE1ANYbQ5Y3CWnetKMVIVCAbVKKQYj/vD6txg1KAPZafG4/+YJeHPVQdn2/XKTkCQJPkSKtKRWnEYlZtIcOFUHhxPIy0jA7Emu5sLCc94lyzrTQwWQZKhYbH6DKf72+d4fLm+3Gb2UWqVE/7xkVFYaQhpXJAjZRlarb78YIqKebtWWEnHZO6CSnqzDHYtG4U9v7Ag5oFLf7ArSJCfEid9B/r4bM1IC920hIupNBhak+KwbMyQLgCvb3WZ3yDLjiXoi/gYTERERhZGQnQK0X1YkFmnU8kDAgZN1WL/zLL7acQYGk0323LM/n+m3wXm46SQZIA6HU8xCqXfPNJbOgtOoAzSlD7KHijfh36/Wz2xjgXSfSqUi6GBKrBECKhYGVIioF5KWiMxK1QNwlXkEgNsWjEByghaAJ+MkWA3NrtnW0kb3yQm+AZVA/baIiHobpVKBeRf2k62Tnq/f8cRXPqXAiHoaBlSIiIiIwqi0shkAkKDXQNXDZl8Fmi323Pu7xaCEQKPunvcmDVikJevEPinCTS+d1vO82JTeO6DSyQwV4djewSQpXZxanI2cl5EQ0v5jSZyaJb+IqPcqzE0C4Po7LZSS/NGVI/H+n6/AyIEZSEpwleQKPUPFFXBPkwRUuiN7k4golnlPupJeY9Q2GnHkdH13D4korEKeJmG327FhwwZs3rwZdXV1SE5OxtixY3HVVVdBp3OdRNTW1uLDDz/EsWPHAACjR4/Gddddh+TkZHE/DocDq1evxtatW9Hc3IyCggIsWrQII0aMkB3v6NGjWL58OcrKypCQkIBp06ZhwYIFUKkiX7ObiIiIKBTlNa34zb+2AgCSe+ANlfbS74WghKC7MjEUCgVe+dWlsNocSNRroHGPUZjZJs0CClTyy2TpXIZKfmai3/UPfW8iMlP1UChcgaXvzR+GTXvK8LPrxoa0/1gSp/Fk99gdTllPHSKinqymwYiT51yNkO+9cZx4o0+hUIi9TYQMFYPJBpPF1m5GyYGTtfj1S1sAABePKwAApCd5Aire5T4fvnVSmN4JEVHP0Gaw+qy7euYgfPLNSQDAgVO1sj6JRD1NyFMLP/nkE3z88ceYMGEC7r77bsyZMwfbt2/HP/7xDzgcDhiNRjz77LOora3FrbfeihtuuAFHjhzBCy+8AIfDc3G7bNkyrFmzBrNmzcKdd96JlJQUvPjiiygp8dQ2LSkpwfPPP4/09HTceeeduOSSS7BmzRosW7YsPO+eiIiIKIz2n6wVl5tDLBsSC2I1oyY/KxH98lwTc7yDPjpJQEXImvEO/nS25JdGrcQdi0b5rM/NiMfIgRkYMcB1IbjgogF48mfTUZiTFNL+Y0mcJHvHamPZLyLqPf679oi4nBhgskNSvEYs23W0tKHd/f317Z3i8sY9ZQCAtGStuE6hUGDp9WNxw5wifPK3qzB9bEGnx05E1BONkARLrr1kMADgBwtHYsSAdADAmcqWoPdlMtvw2Mtb8enGk+EdJFEXhJShYrFYsG7dOsydOxdXXXUVAGD48OFITEzEv//9bxw7dgynT59GU1MTHn74YaSkuBoRFRQU4M9//jN27dqFSZMmob6+Hhs2bMDixYsxZ84cAMDIkSPxxBNPYNWqVbjnnnsAACtWrEBeXh7uuOMOKBQKjBo1Cmq1Gh999BHmzZuH1NTUMP4oiIiIiLrGJLmR32b0nZkV6zQBAipxGlXM9NZQe5Ua00tmEedmuOozHyypw/GzDRhSmIZdR6rxwVeurOlQS34BwNTR+Xjt0wOydUJwpzeR9hewWB3Q9bwEKyIivwxmz/dxSqL/P24KhQLD+6djy75ylJQ3Y6y7gbI/ja1mn3V9vQLq8y7s37nBEhH1AkIPFY1aiUsnFQIAVEoFFs8egkOvf4uNu8swvigLcy7w9FrZtr8cGSl6FPVNk+3ru0NV2HO8BnuO10CpcPVnievEOT1ROIU0DbGtrQ3Tp0/HxIkTZetzc3MBAI2NjTh48CAGDRokBlMAoG/fvsjOzsb+/fsBAEeOHIHD4cCECRM8A1EqMWHCBBw+fBhWqxVWqxXHjh3D+PHjZSUlJk6cCIfDgYMHD4b+bomIiIgi5ItvS/FvyY33Ptn+y0XFMrXaf5kn72BKNKtBtZeh0j/Pdf5Z12TCA//YiG37K/DEWzvE57WdaAqclabHX5dOFx/HqZW9srmwSqUUy3zFSvCMiKir7HYHDpe4avVPGZmLNElpLm9Cqa72/gaazDa/vQFmjGMWChGRQK1SYsFFA3DZlH6yDPihkmDJc+/vwS2Pr8HnW0uw/2QtnnjzOzz43EY4nfKG9XZJtaNXP9mPxb9ahY83HI/8myBqR0hXg2lpaViyZInP+j179gBwZaJUVFTIAiWC7OxsVFRUAAAqKiqg0WiQnp7us43dbkdNTQ0UCgVsNhtycnJ8xqDRaMR9EREREcWCFz7YI3v869smR2cgXdBeDxXAVRLl0R9NQW4Um697j1EvaUqfmaqXPffEmztkjzuToQIAIwZkYMXTV+G7Q1UYkJ/S8Qt6qDiNCkazDUdLG6BSKmRNlomIeqLj5xrR0OLKKLn3xvHtbivMeLYEKHtYXtOKM1UtcDicyErTo6bB1ZB+wUUDYrZkJhFRLElJ1MoeN7aa8dJH+2Tr6ptNyEjxnNO3mWw++3lj1SFcO2tIZAZJFIQuT687efIk1q5di9GjR6OwsBBGo1FsTi+l1WpRU1MDADCZTNDr9T7bCK8zGo1iVoq/fel0OphMpk6PWQjakJzZbEZlZWW0h0EU8/hZIQrO+fRZERqkC5bM6Y84GFBZaYjSiDrH6Wg/M0GjUiBdb4XF0IhovTVDW7PsscVkEH/PvGe0eTMbW7v0O9k3A7Cbm1BZ2dTpffgTK58VtTve9OTb3wEArp7eB1dcmA+LzYHlm85h8tB0DCrouX1iqOeLlc8KxT6TxY6/f3BEzCbpkxUPQ0s9DO2U7bdaXPcYGhpbfH7PDpc24dkPPL1YCjN16JOpw7GzLZg2Iinmfi/5WSEKDj8r3e+Hlw/EG5+fCvj8nkOlGDkgVXxcWVPvd7u3V+7GZZPzwj08CuB8+axkZmZCre44XNKlgMrRo0fx0ksvITMzEz/4wQ8AdHwhC0DWnN4fhULR4X6kZcBCpVKpxDJl5FFZWcmfC1EQ+FkhCs759Fn5q/sGtKAwP7NHvne97jiAtnaej4v6+xpr1wOrPRdhY4b2QW6uJ+tZo1bCavN/rqnU6KM+fn9i5bOi12rQYvDMAvxk8zkM6Z+DFoMV64orsa64Eh//dSE06tAyfZxOJ85WtaBPdpJPqRyiUMTKZ4Vi302Prpb1MktJ6vjvf1pKA4AKxMXpfLb918oS2ePCvHT86MqRsNkdMVnLn58VouDws9L9rs3NRZtVLfY49GZTeP5e1zQYYXNWAwCunjkIl03ph7ufWg8A+PDrM5g/fSiy0+K7Z+DnOX5W5Dqdl7p161Y8//zzyMrKwgMPPIDERFed8Pj4eL/ZI9KslEDbGI2ulFm9Xi9uazb7NnwzmUx+M1eIiIiIomHz3nLZY+909p5CG9f+TSG9Lvq9QwYWyEtuDesvLyGrVgW+Ye9wdDzxh+T+9m4x9p+sFR8fP9sY8j4+33YaP/vbBjz59nfYuPtcwIAXEVE4tBmtsmAKAOi1HX9/aTSu2yMWP3+jdh2plj1OjNdAqVTEZDCFiCjWzZrYR1zOTo/HDXOKxMcNLa77xWcqm/HjP3+BVZtdAe0EvQYZKfJ7wUdLG7phtES+OhVQWbFiBd566y0UFRXhoYceQnJysvhcTk6O33JaNTU1yMvLE7exWCxoamry2UatViMzMxNZWVlQKpWorpafuDQ0NMBqtYr7IiIiIoo1KQlx0R5Cp3TUYyS5B7wvezv36q+4aED3DaQHevhW/31/tkgChtv2h97H8F/u2tjb9lfgb+8W49qHV+J3r23D7X/+Ev9be6SDVxMRhaap1XdSZnwQEwKE70DvpvQNzb6TQedd2K+ToyMiooKsRHH5hkuH4JbLh+PGua6gyntrXOeG+0/WQToXKl6nRrxOg+/NHyauW7kpcOkwokgKOaCyZs0afPbZZ5g6dSqWLl3qkykyYsQInDhxAs3NnvrWZ86cQXV1NUaMGCFuo1AoUFxcLG7jcDiwa9cuFBUVQaPRQKPRoKioCLt375aVCCsuLoZSqcSwYZ4PEBEREVEs6a0ZKj0ioBIgovLU0hk99t+lu/TLS4Ze6/od+NfDs/1u89mWErQYLEHvM1AZ3+Ij1aiuN+C/Xxz16UFERNQVzW2+f6PidZoOXyeUM/RuSl/TaJQ9zkmPR1oSK2YQEXWWQqHA7VeNxKhBGZgxrgAAkJLgOU8vr2n1OafPdDeqv2nuUMy9oC8A4PDpetQ1yf9GE3WHkOo2VFVV4dNPP0Vubi5mzJiB0tJS2fNZWVmYOXMmNmzYgL///e9YuHAhrFYrli9fjsLCQkycOBEAkJ6ejmnTpuGjjz6CxWJBQUEBNm3ahIqKCixZskTc34IFC/Dss8/ilVdewfTp01FWVoYVK1Zg5syZSE+Xl3cgIiIiigaHwwmFApDeN06Mj/3Agz8adftzbaQXOrEq0M15nZZlWTqi1ajw3AOzAAB5mQn435+uwAsf7EZ1vQHXzhqCD746htMVzdi6rxzzLuzf4f78zRL359n/FqO0ohkZKXr89scXQsU+K0TUBX4DKkGU/NIKJb+srpt4VpsdapXSp3yY1SvgQkREobt65mBcPXOw+Hji8GzgE9dyaWWzz9/yvMwEcTnDHVwBgAMn6zBzQh8QdaeQAip79uyBw+FAZWUlnnrqKZ/nb7nlFkyfPh0PPvggPvjgA7z55pvQaDQYNWoUrrvuOqhUngvZJUuWICEhAevXr4fBYEBBQQGWLl2KgQMHitsUFRXhrrvuwsqVK/Hyyy8jKSkJ8+fPx8KFC7vwlomIiIjCx2C2icGU+28ej+QEbY+9IdxRj5GekKESSEfZN+QivVhN1Gvw69suEB+X1bTidEUzth+o7DCgcvBUHR55abNYqkGhAK6YNgDji7Lw7cFKbCg+C5vd9eTG3WUAgNLKFlTWtcnKQBARBcvpdOLVT/bjsy0lPs8F0wNMzFCx2nH8bAMeem4jbpgzFP3ykmTbtRis/l5ORERdkJ+ZiFkT+2BD8TmcqWrxCajkpHuaz19zySD835dHAQBPv1eMfnnJ6J+XDKLuElJAZd68eZg3b16H2+Xl5eG+++5r/8BqNRYvXozFixe3u93YsWMxduzYUIZJRERE1G1a3Cf7ujgVZk/qG+XRdE1HpZcyU3tmiRNdnIrlWcLgojH5eG/NEew8XIXqBgOy0+L9bmcy2/Crf26WrcvPTMRPrx0DAJgyKg/33jge5bWtuPMv62Tb1TQYenxA5WxVC556ZydunFuE6WMLoj0covNGdYNRbF7sLVHfccmvODFDxY6120vhcAL/9+VR3HnNaNl2Vj9N64mIqOsKc1wB7HNVrbC6S37FaVS4Yc4QWenGeJ0Gty0Ygbc+OwQAuOfpDfjzXdMwZnBWxMe470QNXvxwL356zRhMGJYd8eNRbOpUU3oiIiIichH6SfTUMl9Sdnv7AZVpo/O7aSTh88gPLsC/Hr4U+iDKvVD7CnOSZBe6UsVHqnDb79fi4w0n8OH64z6vHdQnxWddXkaCz7rHXtkGk9kWphF3v/U7z+Lup9bjdEUz/vr2TgDAVztKsWVfeZRHRtT7bSg+Ky6nJmmRKumbFcx3dJy7Kf2R0gas3e4pb/7K8v2y7S4a0/O+C4mIegLhPPNMVYs4ae3eG8bhxjlDfbadPalQ9vjTb07hxQ/34J3PD0d0jM/+dxcqatvw+GvbInocim0MqBARERF1gZCOntwbAiqO9mfd6npgUCIvMwGZqfqON6SgCEGQqvo2cV19swm/e2076ptNeGPVQXzw1TFx24dvnYTZkwrxk6tH++xLofBfGu+FD/eEf+Bh4nA48cW3paisa/P7/N//t0v2eN+JGjz3/h48+dZ32HeiBoCrLNF/Vh7E469ugzHGgkc1DUaUVjRHexhEnfLemiPi8j/un4nsdM/f/uAyVNovDamLU+HeG8Zh6fWsoEFEFAl9hYk71a1odPfiSwpQcjg9WYe/3z9TfLzjUCXWbi/FB18dC3ie1hU2uwPP/rcYdU0mcd3hkvqgX9/YYobBxJKRvQUDKkRERESdtO67M/j9v7cDAJISOr5ZE+tsHWSoxIrbrxoFAPjhwpHtbpeapO3x5aNiTU6Gq8xXVb0BgKs5822/X+t32/tuGo/pYwtw/80TkCKZKd4RoadKLPri21K88MEe3PHEV3h3zWGs2HgST771XcAL939/ekBc3ra/AgBwqKQey78+gV1Hq2Uz6qOtzWjF3U+tw9KnN2D/idpoD4coJNLP4PSx+chI0Ys9UQAgKb7j7+gR/dPbff6uxWMwd0q/XpGRSkQUi3LS46FWKWGx2nGmsgVA+z0cB/dJxduP+7am2Htcfh5z7EwDTJauTWLZe7wGG4rPydat/fZ0h69rNVrxxJs7cMvv1uCepzfA6ewZ11vUPgZUiIiIiDpp5eZT4nJSL7jBEswM3lhw9cxBeOvxebh21uCA26iUCvzn0bnQqHm6G05CCZ36ZhOeeHMHrn14VcBt+2R3HMyaMjIXADBrYh9Z6YZWgyXQS6Lqf18cFZff//IYXvv0ALbsK8eDz230m21SUt7ss7zveI247sDJugiONrDaRiP2n5TfbKhuMMBksQMAjpQGP+OSKBb87G8bxGUhI0769z+Y72iVSolZE/sEfL6n90kjIop1KpXS5/yxvYAKAKQkaqFSyrOeqxsM4vKKTSfx4HMbZVmMnXHkdIPPumNnGtt9jdXmwM2PrhYn1VQ3GGUZLtRz8QqTiIiIqJOEmVMAoIvreeWwvN22YASG9kuL9jCCkp7cfpP5wpwk2exkCo94nev3fEPxOfHiUPDszy8Wl+PUyqCyUpZe7yqfc88N4/Dzm8YjI8X17yoNRMSKkvIm1Df7vwhubrOgtNI1Zr1WDaWfamYHT9XhTGUzDp/2BCs27SnDueoW340j7Kl3duKRl7Zgy15Pb5dWg6cMRUVt8KUy9p2owfPv74658mV0frFY7eJymvv7Qa3y3O5ICHLCwCUTC/2uz0mP78LoiIgoWKEGVJRKBewOedZHdb0noPLaJ65s4U++OdmlcTW0+J4DVta1wWZ34FBJHWx239LJB076ZvweKqnDL57fiCsf/BQ7D1d1aUwUPQyoEBEREXVSapLnhrF3Y8SeKDNVj6fvvRiThudEeyid9vufTMXIgRl4+NZJ0R5KrxSv839T8sY5RRhSmIYP/7IAN8wpwrM/n+l3O2+pSVrMu7A/NGoVFAoFhhSmAgBOlTeFa8hhc/CUK5skO02PO6/x7QnzqftCfWBBiuym7MRh2eLyY69sxdEz8hmOXb3AD5XT6RSDOv/94gg+XHcMZ6ta0Gr0ZAWVdxBQ2bSnDJ9vOw0A+M2/tuLLHWfwydcnIjZmovYEKp9il9zcEoLBHZkwNBvXXzrEZ32V5OYcERFFjnc/q85MWjsbgckqJrMrcK/XqnDfjeOhVilgtTnw8YYTePjFzfjbuzt9XuOvXeDf3i3GkVLXuaBQOpp6HgZUiIiIiDrJYHLNyP79T6Zi9ODMKI8mfLzT5nuSCUOz8eTPpqNPdlK0h9IrBbopeePcoQBcF723XD4c/fKSO7X/gfkpAFy1rgFXA9DaRmNM1JsWGo/OndIPC6cPxEdPLsTjP74Ql03pBwDY7M726JebhJvcPw8AuHBUnrhc32yGwWST3SxYu70U3x2q7I63AACyUhNnKlvw9urDePjFTbIMldpGY8DXf7juGJ56ZydeWrYX1/3aU/KtocUcmQETdaDN5D87SjpjWZqt0pG8jASfdcN6SPYmEVFPN2GoZyLKYPdEm4786tbJGDUoA3/4yVQoFMDJc02oafA9l+nK+aTQg+X2q0ZhzgV9kZXqylx85/PDAICt+yp8MmUMAb6fqOdjQIWIiIioE5xOJ4wm1w3I/p28eRyrJrhn1LP/CHlL8JOh8uqv54Ttd2VQn1QArsb0ryzfh1/9czN++McvsPzr7s3i8HauugXbD7hKnA13N66O06gwaXgOpo7Ok207ZWQe8jIT8OvbJmPehf0we1IhlF5BymsuGYTvzR8mPv7D69/CavMtFREJ0rrighaDFcslmTJV9QY4HL43HaobDOKNAwAwWzxlllqNVp/tibpDeU2ruPz4jy8Ul6U3thT+pgkHIP171i83CckJcfjF95n1SETUHS4eX4C7Fo/BpZML8dvbpwT1movG5uMvd0/H+KHZGDEgAwCwdX+5TwAlUOnWYAilTYWMmYxUV3lJ6Sme9PsIANok50be54sCu8OJuiajmAlNPQOvkomIiIg6wWyxQ7hXE6/t+f1TpOZd2B8/u24sXnxoVrSHQjFG75Wh8twDlyAv03c2d2dJe/is2lyCo+6SCO+tOYy6psBZE+0xmKz43WvbcMMjq/DCB3v8Bgr8Ka9tRXltK6obDLjrr+thsTkQp1FhaF/5TPV+uZ6AarxOjfFDswAA08bkY+n14xCnUeGlX86W3aS9cvpAKL1u8LYaLOgObQECH2er5OUxfvjHL/DQ8xux70SNbJtAkzv3naiR9bEg6i7H3RltYwZnykpWBvtZ9yatg//cA5fgvT9cjmz2UCEi6hYKhQJXTBuAn980AWlJ7fdM9EcotbrnWA1OlslLyHamR19zmwWfbSnBAXfAQzgXFjIfpV813scTJptMGp6DR35wgTgpR6qxxYS/vr0Tv/rnZnx7oMLneYpNDKgQERERdYLBPUtJqQC0cb2r+blKqcD8qf2Rn5XY8cZ0XpEGAX64cAQGFqSEdf8piVq84CeQZ7E58NV3ZwC4LmybWtsvL1XfbMLG3edgtdmxctMpFB+phtFsxxffluLAKd8God4amk248y/rcOdf1uGXL2wS148dkgmdVwA1K02Py6b0g1IBPPrDKX5nwhdkJeLyqf1l7zM9WSvbprsyPAIFVLzVN5twtLQBv/nXVnGG58cbAvdJaWq1oCQGe99Q77dmeykA+Pw9sjs6l/VltXvujqlCKBVGRETRJzS133m4Cvf//RvZc6crQg+ovL7iAF7+eJ8YpNe7M1T8ZW0/816xLCgvnHPluIPyl0/rDwBYPGuwuM3jr24Te9v931fHQh4fRUfvmk5JRERE1E2E2eR6nSakUiJEPVm/3CQMLkxFVqoe187ybdwcDv3zkjG0X5qYnZKg16DNaMWpsia0GixY+rf1cDqBf/3qUiTq5RezdocT76w+hI/aufFfXtOGMYOz2h3Dxj1l4rK058hPrx3jd/t7bhiHO64e1W7j1CXzhqGp1YIZ4/IBADMnFKKkvBkrNp0CAFkPk6Ol9dh1tAY3XDok6Bu6JeVNWLPtNC6b0k8sneZPewEVlVKBl391Kf754V7sOe7JTLnzyXXQqJU4U+nKYkmK1yA1SYezVS0Y2jcNrUYrympaUdtowtB+QQ2XKCysNgdKK103yOZdKP/l865lH6yiIGv2ExFR7Mn10wdLUFnXFtK+rDY7tuwrl63TaV0T6X505Uif5wBg675yXDy+DwDPZJkE9/nqJRP6YMLQbKQkasVz1dJKT4ZwWXULbHYHFApFj+5peT5gQIWIiIioE4QavOnJoaeiE/VUKpUSz953ccSDiAaT56b/4lmD8fbqwzhW2oBNe8rE5ucbdp7FlTMGyl733aHKgMGUwX1ScOJck98eIt68y18J48hOC1z2p71gCuC6mH7o+xPFxxq1EndcPRqHSupw4lwTWowWHDvTgIwUHR563pUVU3y4Ck/fd7HPvnYcrERdswkj+qejX14yGppNuPeZrwEAJ8414pn7ZgYcR6v7Z3vxuAKcrmwWgyQAcOWMgcjNSMAf7pyKP7+xA98erAQAVNTKb0BMHZ2Pe24YJz7+2zs7UVbTiprGjn+2RF3ldDrFv0H1zSY4na7SKwVeWZV2e+cCKoP6pOKJuy5imS8ioh5IyFDxp6o+tPOUk+eaZP3iAM/5XnZ6PHRxKpi8npdOXBGWhWwWhUKBlERXhvLC6QOwanOJ7LVGsx0HT9bhH+/vxpDCVDzygwtCGi91H+avEhEREXWCMGs9I6V3B1SYfEPeuiMj64Y5QwEAt181CjPds/xqm0x47dMD4jbbJXWm1+88g9v//CX+/MYOv/u76uKBmDGuAABQVdfxxbQQZJD2h+mflxxo8y5J1McBAL4pPocHn9uIH/7xC/G5o2ca8NDzG7H3mCdb5J3PD+OP//kWLy3bi6VPb0BpRTPOVXuaoB470xiwwf3pima8+/kRAEBGqh7//MVsXH+pJ9MoMd5zwX/NJYP97gMAbr1iuOxxVpoeAHD8bGMwb5mo00rKm3Djb1bjw3XH4HQ6ceCkq4RfZqrO529TZ0t+AcDowZliiRYiIuo5NGoVbpo7VLZO7y7XGsw5oNTW/b49TaTZ0d7BFAD4YscZPP1uMcprWsUMFeH8SupHV470e531zH+LUdtoxLb9FbDa2JsuVjGgQkRERNQJte4G2Zkp+iiPJLIum+IqoTJmcGaUR0Lnk5njC/C/P16Oq2cOQkaq5zMmDRQcOFWHFnfpvdc+OYBqyaxD4fc1KT4OT9x9EW6/chT6upvHb9xTBpPFFvDY56pbxFrWP73GU+Jr+ICMMLwzX0kJceK4APg0fT9a2oBHX9mKI6X1OFJajw+86mtv3luORq+eMqfKGn2Os/NwFe55eoP4OMHdVFWaWSMEdwBXWS9/rp45SJxdKbhwVB4AV5mLQMEconD4bEsJjGYb3l59GE+/W4x//N9uAEB+pu+M5KK+ad09PCIiigGLLh6I4f3Tccvlw/G3e2fg7/e7MndrGg1Bl4Msq2nF8q99s55Tk7Q+65LiNSjIck3COXG2Ed/sPoc7n1znyVDR/3979x3fVLn/AfyTpGmb7r13SydQKHvvPQUFRcV1XVzF6x64cE+uIj/cV1FREZA9ZckWaJllFGhL9947TfL7I81p0qRtutfn/Xrd103Oec7Jk8qTnJzv83y/+tdUUhMJPlk6GrNHBWDGCH/heM1KbHUfmpaijNoPU34RERERNYFCqUJGbilSMtUzwrt7SpB/zemNvkFOiAp17eiuUA8iEolgZaG+uV9fDmmlUoU3vjmBtx4drlfQ/b4Z4VCpVHBztBRu/gd61Ras/mbTRSxd2N/geTXpvvzcbRAV6oLn7xmAKrmyzWarh/ja44hWzZb6fLDmNG4fr1+3JjOvFLZWpjrbriTmIcTXQWfb8u9O6jwPrwkQmZtKhG3asy4tDBRbBYAHZkbobQvxtYeFuQnKKqqRll0C3zZazdMdVVRWw8REDJM6tXJUKhUORifDx9UGQazpIdAe69q1jsYN9NZr+6/ZveFgY46xUV7t0jciIuocrCxM8dGTo4TnCqUKJhIRqhUqbPn7JiICHPSuk+o6fTlDeBzkbYcbyQUY099LZzWkJm3Xv+/oB7lcgU9/jdE5h2YFcd2afxrBPvZC8P+xD/bp7U/OLG6zFdLUMlyhQkRERNQEv+y6gsc+2I9DMSkAgHC/hi/GuzpzUxOM7u9V7w8Bovbw/pIROs+d7GpTTP2wLVZnn4ONGYJ97BHi66CzksLe2hz+HuofpZraIIbkFalnBmrSWI3u74WJg31a/ibqERXiYnD71GF+CNGaYZ9bWIGENHXx7fnjgrC0poZJQXEldp1I1Dm2bs2TuhZPD0PvQHVAxUx7hYrWqhRHW3OMr3OTelgfd4gNBLhEIhF8XK0BQKcmCzWsrEKOe97cjee/OKK3b/fJW/jvb2fx6tfHO6BnnVd9/75CffVXo1hZmGLx9HBhdRoREfVMErEIzjV18H7YHovnVh6BspGVKtpZIweHueLbVybiqTt1J+P8a3ZvfPXSBIzo64ERkR5659CspDa0QqWumSMD9LYZqulHnQMDKkRERERNsOHAdZ3nvXzsOqYjRD1IqJ8D3B0tIRGLsGhyCFzsa9OA7f3nlvB40mAffPSkfhF3jfeWjAQAFJVWoaJSP+3XynVn8dWfFwCo04W1Bw9nw8VT75sRjg+fHIWf3pgiBDE079XLxRq2NSknCkoqhZvMdlrb6hPia487JgQLMyzrW6EiEonw9F1RMJXW7n/5vkH1nlezWi+3qLzeNqTr0s1cVFYpcCO5ACqtXG/pOaVYveE8AHVBW1XdPHA9lLxaibTsEoP7XOy792pRIiJqGbc6K41vZRTV27aishq//3VVeK5Qqlc9S010b6NLJGJ41lzHSU0kqI8xE9NmjgzA98smYemCfpgzOhAAcDOlsNHjqGMwoEJERETUiEq5AgqFUm+WkKOteb1pcYio9ZhIxFj94nj8+vY03DUlFEMi3PTazBoVgKUL+zeYmsvS3EQoTJpdoHvjX6VS4a9TScLz9gqoSMQiRASoV4toar+4OVrASiaFRCyCvY25sPpDI9TPHjY1/UvOrL3BfM/UUABAfpFuQEW7ZszrDw3V2acTUDHwnrXTidUt+q3bTh3MSc8pRWx8rtE5ynuySnltsVnt2jM7jyfotCutk9Kup0rLKYFCqdK7ofXOY8MNrpwiIiLScHW01Hm+9NNDBq9VyirkeHHVUZRX1n5HVyuMqw/3ZM3qYW0yM4nRaWNdHCwwaYivkKry9JUM5BdVGHUstS/WUCEiIiJqwMYD1/HjjssAoDMrHoAwI4mI2p6JpLbOxJwxQbCxNMUP2y+jqFSdTmGkgVQLdYlEIjjby5CUUYzsgnJ4OFvhvR9O4dTlDAwI1U29VdjAKo/WtvyRYSgqqYKdtRmOnEtBZC9nnf13Tg7BB2tOAwAcbMzh6WyFtJq0Xpof+fbWZvByUQdeCop1+37ykjrFmYu9TK/YvFRqeIWKxvN3D8Ty707ggVn6tVO02VqqAy87jydi5/FEjOnvhefuGdDwG+/hKrUCXeWV1TqrgbTtP5MszFbtybLyygAA3q7WiE9Vz9odEemhN16IiIjqsrHUnzSSnlMiXDtp/LD9MuLTdFeGaOrONWbyEF8M7+uBA6eT8P3WSzAzNcHnz4xtcEKKIUHedvBysUJKVgkS0otgb2PepOOp7XGFChEREVEDNMEUAMjK153R7lwnwEJE7UMiFmHiYF/007qR2svIwt2alSdlFXKkZZfgVE3R0eirWTrtpg7za5W+GsNMKoGzvQxSEzHGD/SBo63uZ8uIvh5YNCUU3q7WeHJBP4hEIr0VNPnFlbAXUn7pzmbUFFYdE+Wl96NeO4e4oRzfYf4O+PXt6Zgy1K/B91A3GPD32RSUVXBlRUOKSmv/PuVaKegqqxQ67f7SSmvXWf2xLw6PfbAPaTmGU3IZq6SsChsPXNcLaO48noC3vv8HAOBsVzs+vDixgYiIjDBhkLfetlXrz+ttu3QzBwAwup8nPl46Ci8uHohB4a5Gv46VTIrZowOx6vnx+PrlCXB3smz8IAO8a1Ynv/HNCYMrVavkCq5e6UAMqBARERHVo7FihfbWnC1E1JGCtIIoDeWu1qZJcVVRqTD4A9XFXobf35kupOHqLO6aHILVL4zHwDD1j3ormVTnR3qgl61QQ6W8UqFzg/7qrXwAMDiTXyqp/UloIjH889CYdEqGjr2amN/ocT1ZUWlt0KBCK4hSWhOIGt7XHYC6KG1iehGuJOThXFwWjl9Ia9+OGuHnXVeQml2Kd3841eRjFUqVEED5Y796VehTKw4J+29lFOHLjReE5052Mrzxr6EYP9Ab88f3anHfiYio+/NwssK2T+dg6yezhW2x8bn4dvNF7DqRCEA92Sa1plbXv+b2RqivA0ZGejZ5hQmgDoi05Leil0vthIFf917V2adSqbD8u5NYvHwPth652ezXoOZjyi8iIiKiemTWpBepj3bOeyJqf7NHBUAkAgYbqKlSH3NT9U+giqpqlBgIqMwY4W9wpUZnIxaL8P6SETh5MR25RRUYN8AbMjMTmEolqJIrUFBcKdSLKa5Ji+Zkp7+qrneQE0b384Sfh02L+jNhkDe+2XxRZ9sb357A/z0/Dj5uLTt3d1VaURv02n86CaP7e6KXtz3KarYPDHXF+es5KC2X48lPDuoc+83LE5s967UtJWUU470fT+GJO/oZTK9S19lrWXj9mxMAgJcWD8LVxDwAQG5hBRLSCuHvYYuz17J1jvH3sMXAMFchuEhERGSsusGRrUfiAQBThvgiIa0IKpW6TmZHT5zTrruSmFaks+96cgEu3FCvpIm+koXZo5gWtL0xoEJERERUj4Q6+XPr0p45RETtTyIRY+6YoCYdY25Ws0KlSiEEVPoGOeGZRVE4ey0b4wbqp4TorBxtZZgxMkBnW3W1eqXD9qPxeHhuHygUSmG1iqEaKRKxCM/fO7DFfbEwl+LuqaFYu1t3FuWq9efx0ZOjWnz+7uZ6cj5218yIBYDNf9/E5r9vYtHkEGHllIVMCidbc4MrqXILyztNQKVKrpui7MTFdJy4mI5nFkVh3AD98aRSqfDuD6dQWiHH5YQ8YfsP22PhrxXYO389B/4etriZUiBse2BmOCYaSNtCRETUEkWlVbiZWgAACPKy69C+ALqZEBR1siZcrAmmALWrWql9MeUXERERUT00S77rWjgxGIumhGLiYJ927hERtZRmhcqJi2lY8Ws0AMDKQgpHWxkmDvaBxIj0Vp2ZpCb1lmbGpfYqnLZeeTNpsI9e0fvMvNI2fc2u6v01pw1u/3XvNWTnq1dHWpqb1JtuTTulW0dLyTL8Xbni1xiDNVWKSqvwT2wGLt3M1UmtmZlXhpOXMoTn2QVlNf+vrl/2wj0DMW9cL+HfOBERUXP0DXLS25ZbWI7smnqZnWHCgnYftGulVCuUOjU+i0urUCVX4OLNHFQrmD2hvfBKhIiIiKgeZVrpWML8HITH4wd5467JIfXWGyCizktTQyUuqQCqmnu5+UWVDRzRtSxd2F94nFNQjoKa2hTmppI2/8xytJXh65cn4uuXJwjbmpN3vLtTqVTCTRtDcgrVN04szKXwcDK8ErKoJo1bZ/DXqVsAAD93/dRu2w6rA3txSfmIT1Wv+kzPNS7Itv1IPMoq5MipCag42rFuGRERtdxzdw/Q25ZXVIG8msCFg03Hf994u1rjsXl9AQBpOaW4eCMHhSWVuO2FbTrtikqr8MO2WLyy+hh+2XWlI7raI/EuABEREVE9ymqWUN85KQQPzooQtrs7dvysJSJqHnMz/azHA8JcOqAnbWNslBfsa4rTF5dVYfWG8wB0i563JWsLU3g4WeHOSSEA1DcotGdWEpBTYNzfw1ImxePz+wrPAzxshceFJZ0noKKpezJrVAA86szqLSqrQm5hOZ79/DCeWnEIFVXVSM4o1mkzONxwDSSlCli4bKdQz8zJVr8GEBERUVPZ25hj7hjduiP5xZXCBBv7ThBQAdR1/TT1yHafTMTFmzl6bUor5Nh+LAEAsPHgjXbtX0/GgAoRERH1SOWV1ZBXN3yDUbNCxcLcBKF+Dnhx8UB8/sxYzrgm6sJMTWp/Ar23ZAReuGcgZtWpQ9LVadKalVdW69SoaE93Tw2Fn7sNVCr16gSqlV9sOKAS6muv89zC3AS2VmbC8wFhLpg4SJ1qsrOkUissqURiurpYbt8gJzw0pzeGRLhh5kh/AEB6Tile+/q40H7Zl8ew8o9zOucYN9BLp/huv2BnvdeRmUngYNs5bnAREVHXp1Tp1iUpKZNrrVAxM3RIh1gyPxKAum5Kek7td/9tY4MgFgF13ga1ExalJyIioh4nv7gCj76/DwGednh/yYh6AyTaARUAGBnp2W59JKK2oT2zP8zPoVum7jOrSWumnRbqnqmh7d4PdydLJKYXIauB9FY9UX3pusL9HXH1Vm3wydJcXY/m/hnhOBSTgtmjAnHtVh72nU7CmatZ7dLXxuw4loBqhQpB3nZwdbCAm6MlBoe74WpiHrYfTUBOQTkqtYrWxyUVCI/njA5EiK89RvT1QLCPPc7HZWNoH3dYmksx5/mtQjtfN2u8t2RktxyrRETUMeaMDsS5uGwk1ayaLCmvQnmlOjuBlcy0I7umIyrUBVYyKfKLK/HTTnVKr37BzrhnaijOXMlEcqbuqk+lUlVv/TVqPQyoEBERUY9zPbkA5ZUKxMbnYt+pJEwa4muw3ZWaNCYWZm1byJmI2s/UYX44FJOC+eOCuu0NWk2dmHd/OCVsm9EBq3A0qw6yaoqsk1pJmeGASpi/A3BI/dhEIoapVP3fcf74Xpg/vhcAIMRXXc8rO78M1Qplh/8bPnExHYD6xpT25AQbK/XNqPzi+usTTRjkDf+aNGYu9hY638X/9/w45BRUINTPHmZSCQvRExFRq3Kxt8D/PT8ea3dfxe9/XUNJmRyVcnVRd83ElM5AZmaCKUN9ddJ5jYz0gKlUAg8nS72ASk5hOVzsLeqehloZr0qIiIiox8krrE23sn7/dagMrJW+lVGE4pqbXjJzzkEh6i7cnSyx5o0pmD06sPHGXVTdOjGuDhawkrV/YNjZTl3zQlNUvCE5BeX4/a9ryDCyYHlXVlTz3TIwzBU/vj4Zd0zohY+XjoKjVkqraoXS4LHWlqYQi0VQqdTptjpSWYUcuTXfp/51CtLbWOqmSzGRiLDquXFCsO/pu6KEYIohPm42iAp1gYW5lMEUIiJqM1YW6uujknI5KmvqzZmadJ6ACqCuUaZt3ABvAMAdE3rptU3JLGmXPvV0vDtAREREPca5OHWKFO2be+m5pcjOL4eLg+5MnmtaaVdkBopYExF1VuZ1ZlZ+9vSYDumHJl1iRZXhelUqlQoXbuSgvLIaK9edRXGZHGnZJXhm0YD27Ga7Ky5VpxRxtpPB0VaGxdPDAdRfW0WbRCyCmVSC8spqHLuQhtmj2jcwGBufi+TMYrjYW+CNb08I2+2sdQMolnUmIthYmsLX3QbfvjLJYHsiIqKOoJlwUlRaKUxm6EwrVADA0VYGP3cboWaZZgVriK8DnlrYD5+vOye0fePbE/j17Wmwtug8acu6I94dICIioh6hsKQSr32tvvkzqp9uLZScQv2Aivbs4DA/h7bvIBFRG7Ew75i0hWammoBKtd4+lUqF99ecFlJGadxIKWyXvnUkTcova0vdmx321uaYNswPu04k6s1G1VZeqf57frv5UrsHVF76v6MGt9e9cVO3Npm8Wr0SlIEUIiLqTDTfxTkFtZMaOltABVCv7Py/Dedw99Qwne0TB/tCpQJW/nFO2LbxwHXcPzOinXvYs3DtLBEREfUI15JqV5zEaT0GIKQs0VAqVTh+IQ0AMGmwDwv7EVGXkp6jmzaroz7DNDckNCtUth+Nx6xnt+CBt/ciPadUL5gCqFcQGkrD2J1oUn5ZW+gHupbcHomtn8zGI3P71Hu8k1ZqsM7C0L+xb16eiDA/B0jEIjy5ILIDekVERNQw+5pAf2Ze7bWTqUnnu10e4GmLT58ag6gQF719k4b4YkSkh/B848EbeOGLI6iUG14hTC3X+f6FEBEREbWBxLQi4XFmnrpAsmambN2Ayraj8Th/PQeAOk0JEVFXUlwm7+guAKhNPVZZs0Ll600XAaiDJn/sjzN4THllNa4nF7RL/zpKSc1/n/rScdRd3VHXv+/oBwDwq1O3pK3Jq/XrujjZyfDSfYMMtnd3ssSHT4zEr29Pw7A+HgbbEBERdSQHG/UkhWqFejKHqVTS6PdwZ7RgQjAkWpMbriTm4X9bL0FRT002ahkGVIiIiKhHyCvSz00f5GUHQJ0zV9t3Wy4Jj5l/loi6mn/f3jlWA5jXpPyqNFBDZf/pZL1tob72AICLN3LatmMdrKielF/G0tT1kle33cxTlUqFgmLd70ZNqjKxCHj27gGYNswP370yESP61h8sEYlEHZZyjoiIqDF2VrqpKM2kXfNWeYCnLda/PwP9ejkL23YeTxRSgSmVKmTll3VQ77qfrvmvhIiIiKgJFEoVrt7K09lmaiKGt6s1gNp89BomktpLJG8367bvIBFRKxoc4YY/P5yJOyeF4OOlozqsH2ZS3ZRf9Zk8xBdzRgeiT5ATACC7oLzN+9aRhBoqsuYFVExrbvZUGVgxYiyFUoXcwvr/zrtOJOLeN3fj3x8fEGa3agJBljJTjI3ywpLbIyGR8JYCERF1XXW/xxTKrpt2VGoiwXP3DNDZFnMtCwDw3dZLeOidv3DkXGpHdK3b4dUPERERdRn5xRU6xeKNtXrDedysU+g4zN9ByF+vHVApLZcLr/HJ0lEYHO7Wgh4TEXUMqYkEd08NRaivQ4f1QVNDpai0Cn/HpNTb7skF/fCvOb3hZCcDAFxPzq+3bXdQXKpZodK8lRtSE/XfVS5vXkBFoVTh+ZWHcf9be4UbLdr+uZSOLzdeAAAkZRTjyHl1TTGh3wZqvxAREXVVUaG1dUnKKqobaNn52VqZYf17M7Bkfl8AQEFxJfKKKrDtSDwA4KOfz+DoeQZVWooBFSIiok6uUq7A0fOpuJyQi8c+2CcUS+9p9p9OwuI39+Dt//3TpILFmXll2PvPLb3tLvYWsKhJm6IdUNHMjLa2MEVIB96IJCLq6jQpvwDgk7XRBttoVgoCEAIqcUkFSM0uadvOdZCKqmqU1tysqZtmxFiaYrlVzUz5lVtYLtSpuRyfK2yXVyuhUqnwxfpzOu1ja9rEJakDXa4OFs16XSIios7o+bsHNN6oCzE3M8G04f4I8LAFAJyKzdDZ/+FPZ1BUM0mCmocBFSIiok7ul11X8OFPZ/DiqqNIzS7F+2tO66Wo6gk2HLgOAIi5moWlnx4y+m9wKFo/Tz8AWJhLYV4TUKmorL0plZxZDABwtpe1pLtERD2eZoVKQ159YLDwONzfUXh8Li67TfrUkeTVSrz/42kA6joolrKWrVCpauYKlZIyufB43b44XE7IxYpfozHvxW1Y8MoOFJaob7IM6+MOALhRs2JIs5plcARXbhIRUfdhpVUz06Ub/QYcE+UFAPi/Def19qVkFbd3d7oVk8ab1C8/Px9vvfUWHnnkEYSFhQnb161bhwMHDui1v+222zB16lQAgFKpxM6dO3H8+HEUFRXB09MTc+bMQXh4uM4x165dw6ZNm5CamgpLS0sMHz4cM2bMgETS+MU5ERFRd7D575t62xa8sgOPzeuLGSP8O6BH7a+wpBIpWbWzlRPTi/DdlktYMr+vTt7b7PxyyMwkOhfFmjyxErEID8yKEArOW5ibCIV9kzKL8eP2WHg6WwmF+7QL+hERUdNpaqjU54k7IuHhbCU8t5JJsXBSMNb9FYebKQUA1EEIkUi3tlVXtftEohCUcLGXQSQSNes8mhoq1QolzlzJhKuDBbLyy9Av2AUScePnLC7TnZX64qqjwmNNvZvIXk64d1oYTlxMR0pWCVauO4vz13MAAGF+XL1JRETdy3/u7I/1+6/jlfsHdXRXWs3YAV5YsyMWhsrCvLjqKH58fTIcbbtPAKk9NTugkpeXh5UrV6KsrExvX0pKCsLDwzFr1iyd7Q4OtRdeGzZswOHDhzFnzhy4ubnhyJEjWLVqFZ5//nn4+6tvDiUkJGDlypWIjIzEzJkzkZKSgq1bt6K8vBwLFy5sbteJiIi6ha/+vNBtAyo3Ugpw7HwaZo0KgIONOS7VpBtxsDFHXlEFAGDvP7dga2UKVwdLrNJKT+LtaoUvnh0HiUQMpVIlpI355uWJsLU2EwIqIpFICKjkFJRj48EbOn0YGOba1m+TiKhbE4tFuHdaGH7edUXYtnBiMNbtiwNg+Ma8l4s6BVhGbhmKSquw5KP98He3xduPDW+fTrehOK3aMJrvn+aQmtQGl5Z/d1J4/NLiQRgR6VHvcfJqJWLjc4xa/RPsYw93J0tIxCJUVCnw16kkYZ+vu00ze05ERNQ5TRjkgwmDfDq6G63KwcYc7/97pM7ECQ1bK1MDR5CxmnwVp1QqcfLkSWzYsKHeNikpKZg8eTICAgIM7s/Ly8PBgwcxf/58TJw4EQAQERGB9957D9u3b8eTTz4JANi6dSvc3d3x8MMPQyQSoXfv3jAxMcHGjRsxZcoU2NnZNbX7REREXYrS0HSSbq6sQo6n//s3AHWe+D5BTvhgjTpFyvC+7hjWxx3LvjwOAFi//zrEdWbjJmeW4MSldIyM9ERBSSWqFSqIRYCjrbluW5UKMvP6L4UCvWxb+Z0REfU82vU2Nn80C2KxCCXlcjjamsPHTf/GvHNNHZXsgjKci8tCYUkVzl3PRlpOSZfPV11dXZuiy6UFdUg0Kb/qupVR1GBAZcexBHy/9ZJRrxHkZQcTiRgezpZIzqxdIepiL+sWq4WIiIh6gnB/R0wf7ofDZ1MxNsoL88b1QnmlHC4OFjq17qhpmnwllJqairVr12Lo0KF44IEH9Pbn5OSgrKwM3t7e9Z7j6tWrUCqViIqKqu2IWIyoqChcuXIFcrkccrkccXFx6N+/v85S6AEDBkCpVCI2NrapXSciIupyGioWZ9FAMKAr06ToAoC84kq88W3t7Nu+QU56M5oNBZ0OnklBRWU1vtl0EYB6do5EIta5plBBXXjeEA8nS1iYNy+3PRER1RrS2w3BPnaYNzZI+Bx+bF5f3DEh2GB7Tf2qnIJyJKQVCdvjkgrao7ttSrv21+Lp4Q20bJiJxHBar4oqBRRKFQ6fTUFJmf71w6ZDNwwcVctPa+VJkLcdgNoVQxrvPj6iib0lIiKijvT4/Ej89s50PDqvL5ztZfBxs2EwpYWa/NdzcHDAO++8A3t7e1y7dk1vf0pKCgDg7Nmz+OWXX1BYWAhPT0/MnTsXvXv3BgCkp6dDKpXqpAADABcXFygUCmRnZ0MkEqG6uhqurrrpNuzt7SGVSpGent7UrhMREXU5l+Jz9LYFedvhRnJBvcGArux6cj5Wra8tmrf7RKLwWCwCIns5Q2oiwYwR/thxLKHe8+QVV+D3v67h2IU0AICfh/5qE2c7GdzqmSF8x4RezXwHRESkzdzUBJ8+Ncbo9o425hCLgGqFOjCgkV9UAXhYobCkEmUV1XB3smyL7rYpTX2SlxYP0lm501T11V65kpCLnccS8M3miwj2sdP7u9tamQppMwHg+XsG4ONfogEAPm7WeP/fI5GYVohKuQIu9ur+ebta48RF9W9vT2dLuDl2vb87ERERUWtqckDF0tISlpb1X0QlJycDAMrLy3HfffdBLpfjwIEDWLVqFZ544gn07t0bFRUVkMn0i96Ym5sLx2ouEjXb6rarqKjQ224sTdCGdFVWViIjI6Oju0HU6XGsUHspLpNj9YYLetvvnuCN5T8WoKSsSu/fYkZeOYrLqtHLy1rvuPbW1LFSJVfimc9O17v/sycHoKggF0UA5g53gbK6Arv+Ud/kCfOxwTMLw3AjtRgf/noZBUXl2KkVcJkx2EXoyxO3BeNKUhHCvU2RnZ0FEdSrVXT6Xl7KcU7tht8rRLrsrEyRV1yFrPxyYVtKei6KPMV4auUZlFUq8PQdoQj361qpGYtK1O+nvKwIGRmtnzbr6q18XL2lrtMSl1SAE2dvQCIW4VpyESZEuSEtuzZ118Lxvgh2N8Hzd4ZBBSDE2wYlhbnQxKk0n0mDe1lizwkpCkvleOaOEH5WdRH8XiEyDscKkXF6ylhxcnKCiUnj4ZJWX98zbNgw+Pv7C6tRAHV9lLfffhtbtmxB7969oVQqGziDesaNStVwzvj6ZuUYQyKRwM3NrdnHd1cZGRn8uxAZgWOF2su7nxxEcZk6PYi3qzWSM4sBAH7e7gAuorxKAVdXV+E7saxCjoc/3gkA+PaViR0+i7SpYyW2pvA8AAR42CI+rVB4bmNpCn9fL532wX6VQkAl2M8Zbm5uqBZbAriMnMJKONiYo7xKgSERbhjYt7aum5ubG6ZonWf1i+Nx/noOvvqzNnjl7uYENzcXo/tO1BL8XiHS5epohbziPJ1tlQoTFJarUFapXuURc6ME44eGdET3mq1aqa5f4uHmDDc3xxada/boAGw9HN9gm41H0nArvQgVVQr8cbC2qPz7S0agd6ATADT62eMG4LtlHpCaiCFh7ZQug98rRMbhWCEyDseKrla/InJyctIJpgDqAEZYWJiQDszCwsLgCpPycvWMHZlMJqxgqays1GtXUVFhcOUKERFRd1FWIUdiem3u+LcfHYZpw/2w7IHBQu0UpVKFM1cycSO5AAqlCmev1a6+vJKYp3fOzu7iTXV6s17ednhiQaTOvtcfGqLX3s+9dmbygFB18EM7DVpeUQVMJGL8587+Db6ul4s1Zozw19lmYcacskREHUVTR0VbclYxikrlwvMrt7re95ymhoqsFb5j7p0WJjz2djW8KvXarXwhzZiGq4OFEEwxlrmZCYMpRERERDVa/W7BuXPnAAD9+vXT2S6Xy2FlZQUAcHV1RVVVFQoLC2FrW3szJDs7GyYmJnByUl/gicViZGVl6ZwnPz8fcrkc7u7urd11IiKiTiNVKy1HkLcdHGzMsWS+OsigUqng6WyF1OwSvPX9PwDUuc+HRNTOGIlPLcS4Ad7t2+lm+DsmBev2XcPL9w0WcrRPHeYHP3cbRAQ4wt3REksX9jO4MjXI2w7P3zMA8mol+gU7AwCs6tSV6RPoqLfNGJqgFRERtT9nO/2ASnxqIX4/UDvZLiuvDJdu5iAiwLFF2QvaU0UrBlTMTU0Q5ueAK4l5eHhOb6z4NQYFJbV/Hz93G52JGRr1BV+IiIiIyDitPs3k1KlT+Omnn4TVJoB6lcnFixcREqJekh0eHg6RSITo6GihjVKpRExMDIKDgyGVSiGVShEcHIyzZ8/qpAiLjo6GWCxGaGhoa3ediIio00jNUgdUennb4ZOlo3VuFolEIgwMc9Vpn5RRjKPn0oTnBcX6Kzw7o0/WRiM5swTvrzmN+NRCiEXAkAg3SE0k+ODfI/HUnf0bvFE2ur8XJgzyEdpIxLptPZytjO7LxEE+ANTpxXjDiYio49hYmuk8d6oJsGTk6WY5eHn1MZy+nNlu/WoJhVIlrBYxN22doP1bjw7Div+MRr9gZ6x8bqzOvpH9PAwe079mAgIRERERNU+rB1SmTZuGqqoqfPHFFzh//jxiYmKwYsUKVFZWYs6cOQAABwcHDB8+HBs3bsTu3btx8eJFfPXVV0hPT8esWbOEc82YMQNJSUn4+uuvcfHiRezevRt//vknxowZAwcHh9buOhERUaeRUrNCJcDTVi9IAAC2VvqrLtJzS4XHRaVVbde5VpKgVSNFqA/jYQtbK7P6DjHKx0+OEh67OlgYfdwjt/XB6hfGY+1b07rMbGciou5IIqn9DLY0N2nws3zbkYbriHQWRaXqiQ4iEWBtIW2Vc5qbmqCXtz1EIhHsrc0RFVJb+2vyYF+DxwyoMyGDiIiIiJqm1QMq3t7eePbZZ2Fqaooff/wRa9asgbW1NZ5//nk4O9fOhlm0aBHGjx+PAwcO4Ouvv0ZhYSGeeOIJBATUFo0NDg7G448/jtzcXHz11Vc4dOgQpk6digULFrR2t4mIiDoVzQoVz3pWWNhY1gZUDKUOKSzt3CtU5NUKLP30kN52DyfLFp/b190GdtbqoExEgPFFf2VmJlyZQkTUCWivwvx46Wg42ujWz9QOHBSXV0GlUrVb35pLs3LUxtK0zeqRLF3YD37uNrhjQi/Y25jDRCsw5WBjjogAx1b5niUiIiLqyVq01jgkJARff/213nZ/f3/85z//afiFTUwwf/58zJ8/v8F2kZGRiIyMbLANERFRW6lWKFFYUglHW/187m1BoVBCXq0Uaqh4uhgOqGjXBQnzd0DMVd2aYzdTCnEoJgWDw11hYd46M2Hrc+1WHr7bcgkj+3lizuhAo465cCPH4Hb3VrjRIzMzwdcvTUBJuRwu9savUCEios7B09kKq18YDztrM1hbmGLKMF/EJefDzESEtx8biaLSKsRcU3/v3UwpxLp9cbhzkjq9dEpWMTYeuIF7poW223e3MTQBFbsWrsJsiKOtDF88N054Xq2oDTR9t2wixCIRV2ASERERtVDbTI0hIiLqJt7/8TTuf2uvTnqqtqBSqSCvVuDrTRdx12s7kZCmLiTrVV8NEK3JuBH+taswtNOifLo2Gl/9eaFN+quhUCjx9v/+wdVb+fhuyyWjU69k5ZUZ3O7l0jorRCzMpQymEBF1Yd6u1rCumTzQN8gZ374yCa8u7g17G3P4uttg6yezhbZXE/MAAMVlVXj8wwPYdzoJ97+1F1VyhVGvpVSqoFS23SqXo+dT8fo3JwBAWEHZHhxqVvZYW5hCaiJps5UxRERERD0Jr6iIiIgacOpyBgBgx7EEZOSW4suN55GeU9rIUU339aaLWPDKTuw6kSjMKJWIRfXmje8f4gwvFytMG+4He62bMyG+9jrtDkantHpf5dW1N6j+PpuKwpLaei3fbL6IknJ5g8dfu5WHKzU3v6YP94OpSe3lSKCnbSv3loiIuiORSITXHhoCAMjKLwcA/PXPLZ02h2Ia/w5UqVR4/ovDuPPVnbiSkNf6HQXw/dZY4XGAp12bvIYhyx4YjMheTvjwiZHt9ppERERE3R0DKkRERPWo1JrZuufkLTz83j7sPJ6I5d+dbPXX2nEsAdUKpc42a4v686xbmEvx5YsTsGR+JEL9HITtrg4WeGZRVKv3T2P/6STMe3E7jp5PBQAcv5Cm1yY5o7je42Pjc/HcyiNCoMfJToavX54IAPBzt4FXPSnOiIiI6nKrmXSQnFmMJz4+gB+2X9bZLzdihcqfB28gLqkA5ZXVWLPzcqPtm8OmZqWNqYkYiyaHtMlrGBLsY493HhvB+mBERERErYgBFSIionpk1LMSRVPfpK0VlBhXWN7b1RrjB3ojxNceM0b4Y1hvd2GfrZX6Jk5ZhRw/77qClKxiFJVWCbncm+qz388CAD75JRrJmcX4J1a9gmfBxGChTVJmUb3HX7ierfPczdESTnYybPl4NlY+O5bpSIiIyGjaqR1vGQjml1c1HlD5cUdtECU+tUB4nFtYjtUbz+PstSwDRzXPKw8MhrlZi8qYEhEREVEH410LIiKietxMbVndFJVKhdJG0l8BaJW87U/fFYVPlo6Go60M5mYm+OqlCQCAKrl61cuq9efxx744PP7hAdz9+i78++MDjabmqquotDa1l0Kpwrq/4gAAHk6WuGdqKKYP9wOgXoWiUhl+T9dTCoTHUhMx+oe4AADEYhbKJSKipjE3M8HL9w3S2z51mB8AoKSsSm+ftoqqap3n5ZUKlFXIoVSq8MTHB7HreCJ+2X2lxf0sLlf3Q1MThoiIiIi6LgZUiIiI6hHfwoDKZ7+fxV2v7cSt9PpXbADq1SOGLJwUbHC7Meys1HVVyiurUSlX4Mi5VJ39RaVVOHu1abNun/zkoM7zv8+q03ZF9nKGSCRCoJcdAHXdlj/2x+kdv+dkIk5fzgQAzBzpj1cfGAIrmbRJfSAiItI2vK8HFmqtknxqYT+hGHtjEwdSs9QrTm0sawMd+04nISO3VDj2enJBi/qXW1iO7JoaL1YW/M4jIiIi6uoYUCEiIqpHTqH6BsjDc3tDZiZp8vEHziRDpQK2HY1vsN3a3Vd1ni+aHIIPnxiJOyc1P8+6hbkJpDXF3he8ssNgm2tJ+UadKymjCIte24W8ogqD++2s1cGbMK1aLr/s0n1PKpUK32y+JDz/1+zeiAp1Mer1iYiIGuLvaSs8dneygnVN4KK+9JYKpQqXbuYgumZigZOdTNj37eZLwve/RlFpFXLrbDPWil9jhMdcoUJERETU9TGgQkREVA/NjRh7K3NY1bkJoqhTQL4u7TRe9tbm9bYrLqvC9mMJOtvGD/JBuL8jTFpQT0QkEgmBDk1fbCxN8dTC/jCRqFNrZeQarhGjoVKpkJBWiMNnU1GslTZlRKSHTrs5owMBqGu5zB2jfmxuKhHSfmXkluK5lYdRVVMc+NOnRrNWChERtZpw/9qAvoeTJVxqitX/E5uBUzW1vrT9susKXl59DD/vUqfzsrMyw5ShvsL+VX+cFx6rVMDdr+/CI+/ta3JQRalU4XJCHgAgIsCRARUiIiKiboB3M4iIiAwoLqtCdoH6xomdtRnqlgQpaiQve2ZemfDY2rL+FB83tWqKAMDXL02Aq4OF4cZNJK5Tk2ThxGBMHOyD1x4aCgBIydIv4KvtUEwKln56COv21abvMpGI4Kw1k/etR4bBUitt191TQyESARVVCqRmq9OcfLnxAuKSCgAAVjIpgn3sW/rWiIiIBPbW5njijkg8Pr8v7G3MMSCkdgXkxZs5eu1vZeim4rS1MsUTd/SDk616AkS6gQkHVdVK4bvMWDkF5ahWKGEiEeHdx4Y36VgiIiIi6pxMOroDREREnc2p2Ay8+8M/0CwysbM2Q3WdFSkFxZUNrjw5GJ0sPFYo6i86n5heG9QwkYjh4WzVzF7rMzfVTVOmKQAf6GkLE4kIqdmluJqYh1CtVF3atNOU1J6zNpUYoF6VUne/i70FMvPKsHzNRQAXdfYrlPX/LYiIiJprylA/4bFEIsaiySH4de81lFdW67UtrVNbRfPd5GQnQ05hbXpLFwcLZGlNkCgqbXgyRV0JaepabO5OVlyZSURERNRN8KqOiIiojn2nk6B939/Bxhx3jO+l06awxHBedo2UmkK3AIRUV4bb1QZUZo8KaGJPG7Z0YX/hsZ+7jRCssbUyw7gB3gCA7UcT8MUf5/DiqiM6/bxRTxHeZxZF6RTv1c47r1E3yKIhEYvw5IJ+TX0bRERETSYzV6+erKhUoKxCjvfXnMKRs6kA9IvVRwQ4AlB/P2qbOtQXfu42wvO8Jqb8iq1J9xVWz8QFIiIiIup6uEKFiIiojro50i1lUswaFQAnOxl+2nkFqdklyCkwfFNFoVAiM68M2fm1M1or6wmo5BaWY8/JWwCAqFAX3D01tJXegVqwjz22fTpHXe9FJIJEXJsCbHhfD/x1Kgmx8TnCbNwrCXmIDHYGAJy/nq1zrtmjA3DvtDCYm5ogUq5Adn65Xi0VjcERbjhzJVNn26BwVzyzaACsZPWnPyMiImotMjP1Ks2KqmrsOp6I4xfScfxCOkb19xRWqLzz6HDkFJZjZD9PANCZMACoV3beMSEYv+65it/2XjOYCqwhmkkTQd52LXw3RERERNRZcIUKERFRHbla6T4WTgwGoC7yPryvB4b2dgMAXIrP1TtOXq3AC6uO4NEP9uPqrXxhe5XccAH7Y+fThMeLp4XBVCox2K6lJBKxTjAFAFzs1StLtFObZGsFiQq0VuC88a+heHhOH5ibqudhmEoleHhuH4T7Oxp8vclDfBHqq1snxdPZisEUIiJqN5rvrPLKalRV134Py6sVQkDF1dECEwb5wKzm+3dYH3eh3Sv3D0KQlx2A2hUspy5nNintV0Gx+rvUwdqskZZERERE1FUwoEJERD2eSqXCsfNpyMgtRbVCifwidZDh/54fh7um6K4aCa+5qXLdQEqsI+dSDRas1aTSUqlUKCiuRLVCidj4XHy75RIA9eqUwJqbNu3FxUDh+1sZRVDW5DpLzVanLLt/RjgGhrk26dwSsQhvPzYcId61qb/cHC1b0FsiIqKmkZmpAyoVVdU6NcUu3MhBRZX6e9myTqB/ULgbPn1qNL59ZSKG9aldhdk70AmezlYoLZfjzW9P4MCZJKP6oJmcYMeAChEREVG3wZRfRETU452Ly8YHP52G1EQMX3cboX6Kl4s1xHVWdni5qOuQJGUUY9mXx/DWo8OF1R+aVSljB3jB3dESf51KQk5BOSrlCsirFfj3RweRnluKMf29kJJdWztl1sjWrZ1iDHNTE9hZmemsRNn8901s/vsmnr4rCqk1NWCam6bE3NQE/YLscS1Z/T41fzciIqL2YFYTRCmvVKC0orZmyme/nQWgTglmYa6/cjLYx15vm0QswshID6zbF4fryQX4729nEeRlBx83G512V2/l4cSFdCyaGgpTE7GwQsXO2rzV3hcRERERdSwGVIiIqMc7XVPvQ16t1CnGXjeYAgCu9rUrOy7cyMGek4mYMsQXEokYCamFAICBoa4YE+UFKwspvt18CVVyBVKzS4Xc63+fTYGjbe3NlfqKuLc1O2vdgIrG4bMpyMhT14BpSSDEzbG2YD0L8hIRUXvSrFBJzixGQmrtKknN996wPh566TAbUndl51+nkmBvbYYDZ5IxtLc7jp5PRWq2+nv+z0M3cPfUUMhrUo1xhQoRERFR98GAChER9VhlFXLIzExwK71Ib99j8/oaPEYiESPI204IvHy58QJ2HEvA58+MRULNeQI8bQFAyMl+9HwaJgzy0TmPpk6LSAQ428nQEfKKKgxuj76aBQBwtDWHg03zZ9WG+9li3tgg+HnYtFl9GCIiIkMszGt/6p66nKG3v3+IS5PONyhcN/3lnpOJKK9Upw67lVGs137t7qsA1IEdM34HEhEREXUbrKFCREQ90oEzyVi4bCcOnElGVn6Zzj47KzPMGOFf77Ernhqt8zwpoxinL2egskoBU6kEHs7qVR1WMlOhza7jiQbP9eWLEwyuhGkPd00OAQDcNyNceKxtWB93iETN75tYJMIDsyIwboB3s89BRETUHJ7O+issrbRqpvQPdm7S+eytzbHt0znY8MFMABCCKY3h6hQiIiKi7oUBFerWEtIKUVxW1dHdIKJO6L+/xQAAPvv9LDJydQMqbo76Bdu1iUQiPHFHP51th2JSAAAeTpZCCpEBYbWzXzWzY6cM9cWQCDdhu4dTxxVrnzbcH1+/PAHzxwVh0ZRQbP5oFkwktZcGUU2cvUtERNRZiEQivPnwUJ1t90wNRaCXLRZNDoGtVfMCHWZSiZBODFDXavF0rv0urxtAsWvm6xARERFR58SUX9RtnbiYjvd+PIWBYa54419DGz+AiHqMSnnDs0rdjAhyONvrpuk6fiEdAHRqo5ibmmDRlFD8uueqsK1/sAsGhrvih22x6Bvk1KIVIC0lEYvg4VQ7g1ciEcNKJhXyy0cEOHZU14iIiFqsbkpNPw9bfPb02Baf99OnRmPJRwcAAG4OFnj7seFITCsS0oiVlstx56s7AYDpvoiIiIi6Ga5QoW7hvR9P4ZnP/ka1Ql34MT61EO/9eAoAcOZKJvKLDdcJIKKeoW4AxVDNFO1VI24OjQdUQn3tDW6vqNJ9Le0AC6DOwW4mleCxeX0xvK9Ho6/T3iJ7qVOg9OvlDAtzaSOtiYiIOi9ne90Vp7ZWpvW0bBrtdGJlldWwtzbXqcliKZNibJQXACDUz6FVXpOIiIiIOgcGVKhLq1Yosfy7kzhxMR3XkwuQnKkuCPn572d12q3ecL4jukdEHSQtuwQVVdUAgD8PXsftL23H2WtZwv6bqYV6x0we6osQX3vIzCQYGNZ4qisLcynunBSiFzCRmuh+tWoXdV88PazTF2d/aE4Enl0UhVceGNzRXSEiImoR7dRcAGBnbV5Py6YRi0WwsVQHZ8J8DQdM/nNXFFY+OxZ3TgpuldckIiIios6BARXq0k7FZuDMlUzheVGpul5KQrruzdLY+FyoVKp27RsRdYy4pHw8+sF+vPntScirlfhh+2UAwLaj8UKbeAMBFR9Xa3z85Cj89vZ0hNRzc6Suu6eG4sfXp+gUsH/0tj46bbQDLh4GCuR2NvbW5hg7wFvvJhQREVFX9MI9A4XHluat99326VOjMXt0AB6p872vIRGL4O9hC4mEP7mJiIiIuhPeLaEuLbdQN5VXXlEFyiuroYmd/Pr2NNzz+i4Ul8lRUFwJe5vWmZVGRJ3XjmMJANSBVO3VaufisqFSqSASiRCXlA8AsLc2Q36xul6Is70FRCIRJJKm1zR5bF5fPDavr8F93q7W6BvkBBtLUwwOdzPYhoiIiNrGqP6eyC2qgL21WavWLXNztMTDcwwHU4iIiIio+2JAhbq0Wxm6dRDW/XUNQV52AAAzUwmsLUzhZG+BrLwypOWUMqBC1ANoCqoDwNVbecJjebUSs5/birFRXkhIU69QGRPlhc1/3wSgnknaFkwkYrz7+Ig2OTcRERE1bu6YwI7uAhERERF1EwyoUJelUChx+GyqzrbU7FJhdrq9tRkAwN1RHVDJyC1FRIBju/eTiNpXkVZAJb+oQm//oZgUAECIjz3umRaGKrkCQ3u7t1v/iIiIiIiIiIioa2JCV+qyUrJLUF5ZDZmZBFs+ng2ZmbrQc21ARb0axc3REgCQnluK0nI5zsVlCcWqiaj7ySuqDahUVSsBAEFetnrtli7sBzOpBI/Pj0T/kMaL0BMRERERERERUc/GgAp1SQejk/FjTaFpP3dbiMUiPDCrt04bexvNChV1QCUjpwzv/XgKr319Aj9si23fDhNRuyirkCPPwKqUj54cjSBvO51t3q7W7dQrIiIiIiIiIiLqDhhQoS6lvLIaL3xxBCt+jcGZK5kAADdHCwCAv4eNTls7K3VAxc1JHVBJyizChRs5AGpT/hBR9/HFH+ewcNlOve0W5iaQmoix4qnRCPaxE7a3ZmFaIiIiIiIiIiLq/hhQoS7ln9gMXEnM09lmWxM48XXTDajcOSkEAOBiLwMAJKTVFrCvqKxGcVlVW3aViNpRVl4Z9v5zS3iuHSsR1zwRiUQwkfBrj4iIiIiIiIiImod3lkjPoehkPLfyMFKyiju6K3qy88v0ttlYmgIAZGYmmDLUFxEBjvjzw1mwt1HXUHGo+X9tShVwKLrhVSryagVi43ORkFbYCj0noraUW6ib5svCzKT2sXnt48XTwwEAM0f4t0/HiIiIiIiIiIio2zBpvAn1JJVyBT79NQYAcORsKu6aEtrBPVKLTy2EmalEZ5WJhiagAgBP3NFPb7+dlRlEIkCl0t2eml1S7+upVCo8/8UR3ExRB1MmDPLGf+6MEvan55SivLIaAZ76ha6JqP3lF+sGVGwszfDg7N5Yu/sqXrh3oLA9IsARvyyfqvO5QUREREREREREZAwGVEhHbkG58LhSrujAntQqKq3CUysOAQBMJPo1Dxq7MSqRiHWCKQsmBuOPfXHIMrDaReNqYr4QTAGA/aeT4WJvgYWTQlBcWoUnPz2IyioFZozwx2Pz+jbtDRFRq0jOLMYLXxzBvHFBsJRJAQCezlZwsZdh0dRQhPo6YPIQX73jNGkCiYiIiIiIiIiImoIpv0hHXlHtLO/SiuoO7EmtrLzawEe1QqW339FW1qTzhfs7AABOX87Esi+PQaFQ6rU5fSVDb9tve69hw4E4/LTzMiqr1MGmHccSUG3geCJqmdOXMxAbn9tgm9/2XkNJuRw/7byCvJqUX70DHfHWo8MR6uvQHt0kIiIiIiIiIqIehAEV0pFfVCk8Li2Xd2BPahU1Ujze36PxtFsPzIwAAEwd5gcvF2th+4UbOUjJ0k39VV5ZjfX7rxs8zy+7ruKvU0k62/77WwyuJuZBVTenGBE1S1JGEd76/h+89H9HoVTWP660g5n/xKqDoL5uNm3ePyIiIiIiIiIi6pkYUCGBSqXC5sM3hOcljQQy2ktBcWW9+2aM8IfUpPF/xreNDcQ7jw3Hg7Mi4GKvu6Klbi0V7Vnxyx4YjEmDfbDquXE6beaOCYS5qQQAcPhsKp7/4gi2HY1vtB9E1LCD0cn498cHhef3vrkbsfG5yC+uwMurj+LdH/5Bcc1nU45WisLEdHV9pb69nNq3w0RERERERERE1GOwhgoJ4tNLEJdUIDwvregcK1TqBlSmDfPDuAHeCPCyhZlUYtQ5RCIRIns5C89ff2gI3vr+HwD6AZV9p9UrUKYM9cXQ3u4Y2ttdZ79YLML9MyMQ2csZy787KWzffSIRs0cFGv/GiEjPil9jdJ4XlVZh25F4ONia49JNdbDTxf4a/jWnt97qMndHS/i4WoOIiIiIiIiIiKgtcIUKCbLzdQMXxaVyHIpJQXxqYT1HtI+6xeMjAhwR5u9gdDDFkEHhblgwMRgAEH01C5VyhbDvfFw2AGDiYB+dY8ZGecHURIwPloyERCzCwDBXvHL/YDjXrHhJySpBRWXnqDtD1BXVl94rIa0QyZnFwvNbGUXILaxAeZ3x1reXE0QiUZv2kYiIiIiIiIiIei4GVEhQWKpekeLvoa5BkJ5bik/XRuOjn8+0yevtPJ6AfaduNdgmLbsEF2/m6GzrHejYKq/vYGMOQJ3i6781s+Ir5QqU1NSO0a61AgD/uSsKP74xBWH+tcWuh/Vxx/9enQx7azOoVECS1k1fImqa3JrC8hqmNUHTtJxSZOSW6rTT1EzR1svbrk37R0REREREREREPVuLUn7l5+fjrbfewiOPPIKwsDBhe0lJCTZs2IBLly6hqqoKISEhWLBgAZydnXWO//vvv7F//37k5eXB2dkZ06ZNw+DBg3XaJCcnY8OGDUhMTIRUKsWAAQNw2223wdzcvCVdJwOKStV1CbxdrJGQViRsT80ugUKhhETSePxNpVJh06EbCPS0Q35xBa4k5mHx9HBYyqQAgAs3svHuD6cwfoA3th9LAAD0DnSCm6Ol3rkKSyqx5KMDUNSZte5oK9Nr2xyagAoAHLuQBgA4XvP/AGBprjs8JGIRrC1MDZ7L1cEC+cWVyC4oR7CPfav0j6inScnSDUh+/dIEPPr+PlRVK5GRW6bVrgRf/XlB7/he3hx7RERERERERETUdpodUMnLy8PKlStRVqabjkmpVOLzzz9HSUkJFixYAIlEgm3btuHTTz/FG2+8AZlMfTN8//79WL9+PaZPn47AwEBER0fj+++/h1QqRf/+/QEAOTk5WLFiBby9vfHQQw8hLy8PmzZtQn5+PpYsWdKCt02GFJRqVmZY6e3LKayAq4NFo+c4eSkDP2y/rLPtckIeVvxnDFb8Go2j59UBC00wBVCn3Joxwl/vXPGphUIwxUomxezRgYgKcdZr11wONmY6z/+5lK5Tv6EpqYOc7S1w9VY+svPLUVRahez8MhSWVqF/sDNTEBEZSbsmygv3DoSTnQxV1coGj3G2lyE7X12c3seN9VOIiIiIiIiIiKjtNDmgolQqcfLkSWzYsMHg/ujoaCQlJeHVV1+Ft7c3ACAoKAjLli3D4cOHMWXKFFRVVWH79u0YN24cZs+eDQCIiIhASUkJtmzZIgRU9uzZAxMTEzzxxBMwNVWvDLC1tcVXX32FhIQE+Pvr34Sn5ssrUq9QqZvqCgCy8sqMCqjEJeXrbUtML8Kx86lCMKWu3MJyg9u102e9dN8gnaLyrSHQyw4BnrZCjZh3fjgl7Bsb5dWkc7nU1FH5fuslfL/1krD9rskhiPB3RIivPczNWrQgjKhbq5Ir8M3miwCAOyb0wqh+ngCAfr2cce66uq5R/2BnyBVKoTg9oF5pdtuYIDjZyWBixCo6IiIiIiIiIiKi5mry3afU1FSsXbsWQ4cOxQMPPKC3PzY2Fk5OTkIwBVAHQYKCgnDhgjpFS0JCAsrKyhAVFaVz7IABA5Ceno7s7GzhXH369BGCKQDQt29fSKVSXLx4saldp0ZkF6jrF7g56QdOMvPK9LYZUlhSaXD7p1orP+rKL9I/pqSsCt9tUQcmFk4MbvVgCgCYSMRY8Z8xcHfSTTf27KIoLF3Yv0nnqi/V0G97r+HVr4/jze9OQqUyXHCbiICTl9KFx/2Ca8f7f+7qj+nD/bB0QT8sf2QYwvwcdI4L8LTFrFEBGNbHvd36SkREREREREREPVOTAyoODg545513sGDBAp1Ah0Z6ejrc3Nz0tru4uCAjQ11EWPP/rq6uem00+6uqqpCbm6vXRiKRwMnJCenp6aDWcz4uWyhKb6ieSVZ+wwEVpVKF3/+6hr9OJRn1ektuj8TSBf0AAHnFFXr7v9Na5dGWaXwkYhH+fXuk8NzS3ASj+3tBatK0oREV6gKrmjoxhsTG5yIr3/BKHKKe7nJCLj7+JVp4HuHvKDx2tJXh8fmRmDTEFyKRCDaWtd871hZS3DM1DERERERERERERO2hyTmILC0tYWmpf8Ndo7y8HE5OTnrbzczMUFFRIbQBINRT0dAUmi8vLxfaGCo+r32u5lAoFMIqGFI7cDoRgDqgUFqUhwemBeBSQgFc7WXYfiIViam5QiDMkNNXc7F29w297aP7uuDwhSydbSE+Nujvb46L8QUAgMycYr1zX0nIER7LJJUNvnZLSVG7QsbdUYasrMxmneeDRyPx5g8XkVNYCTOpGH0D7XH6am1qosvXk6HytW1xf6njVVa27b/JnqSiSoEXV50Rnk8b4o7s7Kx62yvktYHJheN9UFach7LieptTB+NYITIOxwqRcThWiIzDsUJkHI4VIuP0lLHi5OQEE5PGwyWtXtTBmLRGSmXDRYZFIlGbpkeSSCQGV9H0ZDlFNwEA/5rTG25ubpjn5oZ5APadSgJOpKJKIa73byavVuD7Had0to2I9ECfAEdMH+EP5c9nhPopT9wRidH9vSAzM4HY1AbANaTmlMPUwg4ONrXBM4kkFgAwJMINg/oGtv4b1qJ+W+cAAJ4uti36t/H+v+2QW1iBiAD1DPvY+FysWn8OKVklqFKZ899dN5GRkcH/lq3k2IU6tZXEZg3+bb1yVADiAQAB3m5wc9MP4FPnwbFCZByOFSLjcKwQGYdjhcg4HCtExuFY0dXqFXwtLCwMrh6pqKgQVqRYWFgI2+q2AdQrVzRtGzsXtQ5N7RM/D90VFBbm6phbWUW1wePKKuSY9+J2KJS1AbBFU0Lx0uJBmDEyACKRCLeNDQIAhPjaY+IgH8hqirM728tgZ20GAPhhWyxUKhXk1Uocv5CG1OxS4Vzt4V9zesPdyRL3TGvZ67k5WgrBFACICHBE/xB1KrtbGUUtOjdRd3QzpUDn+YRB3oYb1jA3rZ0HEOJruHYRERERERERERFRW2j1FSqurq5ITEzU256dnQ13d3ehDQBkZWXB2rq2PkZWljrNi5ubG8zMzGBvb6+XmkuhUCA3NxcDBw5s7a73aA/P6YMrN9MQ5GWns10T/CivNBxQ2XDgus7zB2ZG4LaxuitKgn3s8ePrk2FnbQ6JWCRsF4lEGNnXA9uPJeBaUj52HkvAV5su6hxr2UBdktY0Z3Qg5oxum5UwYb4O2HYkHrHxuY03biKVSoXs/HI428sgEokaPwBA9NVMlJbLMbq/V6v3h6gpKiqrsX6/+jPkgZnhGBzhBi+Xhmsm9QlywsyR/gjysoOpVNIe3SQiIiIiIiIiIgLQBitUwsPDkZmZidTUVGFbYWEhbty4gfDwcABAYGAgzMzMEBMTo3NsdHQ0XF1dhRos4eHhuHjxIqqqqoQ2Fy5cgFwuF85FrSMy2Blj+7vqbRdWqBgIqJRXVmP3iUTh+XfLJmHeuCCDN/YdbWU6wRSN2TVBjPScUr1gCqCu6dLVhQc4AAAS0gpRWi5v1XP/E5uBh979Cyt+rR1LKpUKWw7fxImL6QCA/KIKJGeqi0ycj8vGm9+exMe/ROPqrbxW7QtRU13SCjIOCHNtNJgCAGKxCI/e1hcTBvm0ZdeIiIiIiIiIiIj0tPrd6oEDB2L37t1YuXIlbrvtNkilUmzbtg1WVlYYM2YMAMDU1BRTpkzBtm3bIJFIEBwcjJiYGFy4cAGPPPKIcK4pU6bg1KlT+PzzzzF58mQUFBTgzz//RN++fREY2LZ1NUhNWKFSoQ4EVMkVSEwvgo+rNdb9dQ3FZXI428vwxbPjmrWaxNXBouHXN2+fFSptydFWBndHS6TnluJaUj7C/BxQWFIJVwcLo1eV1Od4Tf2JQzEpuG9GOJzsZLickIfvtlwCAPzw2mS8/s1xJGeWYGSkB64m1gZRribmIdTXoUWvT9QSSTVp8ML9HeDrZtPBvSEiIiIiIiIiImpYqwdUTExM8NRTT2H9+vX47bffIBKJEBwcjDvuuEOonQIA06dPh0QiweHDh7F//364uLjgoYceQlRUlNDG1dUVTz/9NDZu3IhvvvkGFhYWGDp0KObNm9fa3aZ6yMzUAY3yymqoVCp8sf4cDkWnwEomRUnNaou7p4Q2OzWXWCyCt6sVkjNLhG0PzIzAD9vVRekNrWrpijxdrJCeW4rL8bn4YVssEtOL0D/YGW89OrxF503O0vq7vb0Xa9+ahp3HE4Rt247EC3/bo+d1i39fSczD3DEtenmBvFoJqUmrL3ijbuzqrTycjVOndIyqqTNERERERERERETUmbUooBISEoKvv/5ab7u9vb3OShNDRCIRpk6diqlTpzbYLjAwEC+88EJLukktoEn5Va1Q4XJCHi7XpOgp0UpdNbKfZ4teY/nDw/HS/x1BVn45hvVxx5zRAcjIK4Wva+Ppf7oKR1tzAMC6fXHCtrNx2SgqrYKNpWmzzimvViIxTbfQ/d2v79J5/uehG3rHjYz0wNHzaTgVm4mUrGKj0iw1ZNOhG1iz4zKevXsARrXw3wL1DL/tuYpf914TnvtwdQoREREREREREXUBnFJODTI3q425vffjKWTll+vsd7Axh1kLC0M728vw3bJJePvRYXhqYX9IJGIsmR+JGSMDWnTezsSqnhU87/7wD1QqVbPOef56NqoVSphImjaMxw30RoivPaoVSvy860qzXltDoVThf9tioVCqsO9UUovORV2TQqlCVl6Z0e2LSqt0gikA4OvefYKnRERERERERETUfTGgQg2SiEVwsDEDoL4RWpens1WrvI5IJEK/YJdmpw7r7GytzHSeD4lwAwBcTsjDhes5TTqXSqXC57+fxfLvTgIAgrxs8di8vjptFk4K1nn+9F394e1qDQ8nS4T7O+KRuX0AAMcvpOOjn89AoVA2qQ8al7WKisdcy0Kp1sol6hl+23MVD737F07FZhjVPiGtUG+bq4Nla3eLiIiIiIiIiIio1TGgQo361+w+Os81wQAACA9gUXNjTB3mh8lDfBER4Ign7ojEy/cPxoBQdd2ItXuuoroJAY3z17Ox73TtahALcykGh9f+N5k5wh8TB/noHDOsjwdWvzAeX788EVYyKXzda1MsHTmXigNnkpv8nopKq/DKl8d0ttWt00LdW25huZDGTlP3CAAqKqtRWFKJknK53gosQwGV7lIriYiIiIiIiIiIurdWL0pP3Y9DTf0PjWcWReH9NaeRkVuK8QO8O6hXXYvMzARPLuins+3R2/riqRWHcCUxD3v/uYXpw/2NOteuE4k6zxdPD4ODjRlkZhKUVyowOMINdta1K2Icbc0hM9Md6nXTtK384xxyCsqx559bmDc2CLNHB9b7+mUVcix6bRcUSv1UZRm5pUhIK8Sq9edw/4wI9AlyMuo9Udf08Hv7hMea1WWFJZV49IP9wmqlXt52eOrO/vCtqZOSUKfuz+3je7VTb4mIiIiIiIiIiFqGARVqlPZqBkC9IuLtR4d3UG+6D3cnS9wzNRTfbrmELzdegL21GYb18WjwmPyiChy/kA4A+OK5cfDT+m/z5sPDUFGlQP8Q9coXJ1tz5BRW1Fsovpe3Ha4nFwjPNXUtvt1yqcGAytXEfJ1gir21GW4bG4T/bYvFhgPXseHAdQDABz+dxtq3pjX4fqjrklcrIa+uXVl17VY+Lt3MQV5RhU7qt+vJBXjr+3/w/bJJqFYocakmTdyyBwbDz90Gjraydu87ERERERERERFRczDlFzXKSiaFvbVZ4w2pySICHIXH7/14utH2N1PV6ZK8Xa10gikAEO7viKiaYAoAvPrgEDy7KAqLp4cZPNerDw7B2Cgvg/vqpmnSlpJdrPPcxESsF3QD1GmfqHtSKJTYeTxBb/u3my8h+mqW3vasvDLct3w3th6+iay8MljKpOgd6AQ3R0tITfg1REREREREREREXQPvZJFRlj8yDHZWZnhgZnhHd6Vbcba30Hn+8c9nMOvZLdh6+CYq5QqdfeWV1Th+QV2jxN/DttFzB3rZYewAb0hNJAb3O9iY49m7B2D26AC9fQXFlQaPUalU+HbzJQCAm6MFrGRSPH1nFPoHO2NkpO7qmqpqJW6mFDTaT+paTsVmYO4L2/DdlkvCNgtz9WLH+LRCoR7PUwv746HZEUKbvKJK/LD9MgBgQKgLrGpShBEREREREREREXUVDKiQUfw9bPHz8qmYN471DlqTtYXuTeXD51IBqNNuvf71cWz++wYUShVKyqrwwNt78dcpdTH6QVpF6Fvq4Tl9sOmjWRjRtzYgcqSmH4DuapXMvDLh8X/ujMJv70xHnyAniEQivLh4ELZ9Ogcrnx0rtPlp55VW6yd1PJVKhbf/94/OtoWTgvH5M2P12vq4WWNOPanjjAkIEhERERERERERdTasoULUgUQiETydrZCaXaK373JCHi4n5MHM1AQSsUinLsWIvu6t2g8TiRgv3TcIWw/fxLdbLuHbLZcwdoA3vt96CQfOJGNYH3e8fN8gxNekHAvwtNVJV6ZNuyaG0kDheuq6NAE9DT93G8waGaC32sTXzRr+HjYQiUSQmUlQXqm72mpQuGub95WIiIiIiIiIiKi1cYUKUQf779NjEORtV+/+o+dSEVtTyBsAXn9oSL1pvFpqoNaN7i2Hbwrpm05cTEdRaRXi09QBlUDP+lcY2FiaYtYodRqx/OKKNukndYwv/jgnPH70tj744rlxsLUyg0QixtN39YeTnQzvLRmBVc+PF/6NfvjEKPQJdMLHS0fhnmmheGh2BHzd9GvuEBERERERERERdXYMqBB1MJmZCZ5dFAVLmRSj+3li26dz8PCc3sL+GykFuJ5cAAB47cEhrZruqy4PJyuM7ucJAFi/P05nX3xqIdb9pd7WWMqmacP8AAC3Morx295rKKuQN9ieOr+6NX2mD/fXeT5+oA9+eG0y+gQ66Wz397DFe0tGINTXAQsnhmDumKA27ysREREREREREVFbYECFqBPwcrHGz29OxXP3DAAAzB4diM0fzYKlTIqyimokZxYDUKfaamtzxqjrXqjqZOt6/ZsTwuNwf4cGz+Foay48/nXPVfy291rrdZA6xGWtVVIrnx0LsVjUgb0hIiIiIiIiIiJqfwyoEHUSUhMxRKLam9QSiRhTh/rqtNEOVLQVLxcrneeWdepj9A50RKCXXYPnsDDXPWbbkXj8/tc1PL/yMAqKK1ulnxqb/76Jj385g2qFslXP25NFX83Ey6uPIj61EN9svogdR+NxLi4bADBhkDeLyhMRERERERERUY/EovREndjkIb7YePAGAGBYH3edgEtbsTCXwtPZCqnZJQCAuWMCsXb3VWH/zBEBRp0nspcTLtzIgUoFKJQq4Rzr98fh4bl9WqWv8amF+H7rJQCAnbUZpg71g7erdaucu6c6F5eFN789CQB4asUhvf39g13auUdERERERERERESdAwMqRJ2Yh7MVVj47FrcyijEgtP1uZL/z2HBsOXwTF67nYGyUF/acSEROobrAfN0VLPVZ9sAQFJdVYc32yzh8LlXYnpBW1Gr9PHw2RXi89XA8dhxNwOaPZ7fa+XuahLRCvPb1iQbbDOnddjV8iIiIiIiIiIiIOjMGVIg6OX8P23ZPseRkJ8NDs3sLz2XmUqAmoOLuZGnUOWRmJpCZmcDPw0YnoHLxZg7OXMnEwDDXJvWprEKOrzddRFmFHPdMC0N6Til2HEvQaaNQqiCvVkJq0rWyGapUKmz++yZi43MR2csZs0YZtwqotV28kdPg/rljAmFuyq8NIiIiIiIiIiLqmXhnjIgatXBiMD5ZG41ZowJgKpU06dg+QU5629794RT+99ok2FsbXxNmw4HrOHAmGQBw8lJGve12Hk/AnNGBTepjY1QqFfb+cwv/xGbgkRamK5NXK3DgTDKUShWmDvODSCTCmSuZ+N+2WADAqcsZGNnPo0l/m9ZyPaVAeBwV6oKYq1kAgJ/emIIbKQXox3RfRERERERERETUgzGgQkSNGt3fE37uNkan+9LWy9teb1u1QonzcdkYO8Db6PPEJeUb1e67LZcwoq8HnOxkRp+7IeWV1Xj0/X3IL64EAMRczcJnTw7Ab3uvISGtEA/N7g1XB4sGz3HgTDKOnk/FnZNCcPJSOtbvvw4AcHGwwIBQV1xOyBPaqlTAtiPxWDw9vFX6b6yKymocilanUHtx8UCE+zviv7/GYMJgH9jbmGNQOFN9ERERERERERFRz8aAChE1SiQSwdfdplnHSsQiPHv3APywLRbLHhiMvf/cwp6Tt3D6cib69nKGg03jKzFUKhVuZRTrbR/T3wvzxwfh600XAQA3UwpQUaXAw+/9hf+9Ohn2WueuViiRnV8upCzbdiQe2QXluH18L9hYmuqcd8/JW9h1IgG3j++FY+fThGAKoE4r9tv+RBy/pE6PdeJiOoK87RDoaYvH5/WFRKKbbmzdX9fwy+6rAIDTlzN19h07n4aoEBdcuJENAIgIcERsfC52n7iFBROD2y29VpVcgZdWHxWeuzlawsHGHG8/NrxdXp+IiIiIiIiIiKgr6FqFBoioSxob5YU1b0xBsI89PJ3Vq1wOn0vFK6uPQqlUobyyut5jL97MwQNv70VBcSVMJCI8Nq8vAODhOb3x3D0D4O9hiw/+PRIf/Hsknr4rCgBQrVDhSmJezWMlYuNz8cTHB/DI+/sQG5+LrPwyfLP5IjYduoG7X9+FPScToVCqAABZ+WVYtf4cbqYUYs2OyzrpxcYO8AIAIZiicSO5AHtO3sLxi+k624tKq4RgiiF/nUrC7Oe2Ii6pACYSMZbMV7+34rIqPPzuPihr+hRzNQunL2egorIan/0eg/d+PIXScnkjf3Xj/XMpAzdTCoXnHkbWySEiIiIiIiIiIupJuEKFiNpVmJ+D8Dg1uxT3v7UHxWVVeOuR4Xr1VrLyyvDK6mPC817e9pg+3A+j+3vC2kJ3VQkADO/rgWF93HHiYjpyCsuhUqmw/NuTOHc9W2hzPbkARaWVOsetWn8eq9afR5C3HW4kFwjbM3LLhMdbP5mNk5cyhLRYhsRczUKfQCfIzE1gIhHrnEubl4sVUrJKdLaNjfKCj5sNvF2tkJxZgoKSSmTmlUEsFuGNb08AACJ7OeH8dXUwJ9zfEXPHtKxWTLVCiRspBfjolzMAAHtrMyxd2B8W5tIWnZeIiIiIiIiIiKg7YkCFiNpViK89RkZ64Oj5NAAQ0mltOHhdL6Cy+2Si8FgkAh6YGQGRSGQwmKKhqZ1y6WYu0rJLdYIpAJBfVIG8ogqDx9YXABkc7gaRSIQBoS5wtDVHbqH6+E+fGo3XvzkhrBbZdzoJ+04nAQDcHS0RHqAOHo3u54nn7x2I9JxS7P3nFiYO9kFRSRVeWHVEeI1Hb1MXu3/nsRG4b/keAEBCWiEy82qDOppgCgCs3x+HUf08cCo2A8E+9gj0sqv3b1KfH7dfxpbDN4Xnzy4agMhg5yafh4iIiIiIiIiIqCdgQIWI2pVIJMIL9w5ESfkJnIurDXakZeuu2EjNLhGKtw+JcMOrDw4x6vyONXVTTtRJv6WRXVAuBE5euGcgBvd2w8Pv/qVTJ8XC3AT/e3Uyrt7Kw8UbOZg9Wr0SxFQqwffLJuGXHefg7uqIYB97fPHsOKzfH4ddJxJ1Xic9txTpuaUAIAQ73J0scd8MdbF5T2cgKsQFMdeyMHOEP8zN1B/HDjbmmDLUF3tO3sKxC2l6qb183axRXFaFvKJK/Ovdv1CtUEFmJsEnS0fDx834OjcqlUonmAJACAARERERERERERGRPgZUiKjdiUQiuNhb6GzLK6yASqWCSCRCQlohln56CABgY2mKf98RafS5fd31gwrLHx6G4rIqfLI2GkfOpQIArC1MMSDMBWZSCX56cyqSM4shEgHRV7MQFeICS5kUA0JdMSDUVedcEokYUwZ7wM3NDQDgbC/DtOF+QkDlodm9YWYqweoN54VjgrxtDfb1P3f2x42UAkTVeY3egU7Yc/IWDp9NFbYtmBgMmZkJZo7wx+bDN7F291VUK9Q1VsorFXhqxd/45uWJcLaXGfV3upVRLDyeNzYI88YFQWoiMepYIiIiIiIiIiKinohF6YmoQ9jbmOk8r6pWoqRmNcbrX58Qtv/nzv6wtzY3+rwRAY46z59ZFIWoUBf0DnSERCwSti+aEqJTK8Tb1RpeLtaYMzoQ3q7WTXovfu42uHNSCP5zZ3/MHROIyYN9dPaH+zsaPM7exhyDwt10+gUAw/q4w92xtjC8makECyYG4/bxvWBuZoKxUV4wNRFDLBYhKsQFgLoeyoPv7EVaju5Kn/rEXM0CAESFuuCBWRGwtTJr5AgiIiIiIiIiIqKejQEVIuoQDjb6QZLTlzNRXFaFgpLa9FvBPvZNOq/MzASPzesLS5kU7zw6HOMGeAMAHG1leGxeX5iZStAv2BlTh/m1qP/aRCIR7p4aigmD1IEUiUSMOaMDIRYB7y0ZARNJ0z5qzaQSPDg7Qnj+wIxwmElrV4+4OVpi5XPj8O0rE7H8kWF4eE5vYd+KX2Mgr1agorK6wdf4OyYFgLo+DBERERERERERETWOKb+IqEMEeKrTYHm5WCG/qAKlFdX4728xuGdaqNBm+SPDmrVyYsYIf0wf7geRSHflx9Rhfpg6zE9ILdaWHpgZjjsm9Gr2yo8Aj9o0Yf1DXfT2ezpbCY9njPDH9ZQCHIpOwbVb+Zj34naYmUrw2gND9IrM7zqRiL9jUhCfVggTiQij+nk2q39EREREREREREQ9DQMqRNQhQn0d8N2ySbCzNsO9b+wStv+y6yoAYNaoACGdVXM0FDBp62AKoF6l0pI0Wi4OFrhzUgjEYhE8nKwabCuRiPHsogEYHO6GT345A6UKqKxSYPn3J/HL8qmwMJciMb0Iv/91DcfOpwnHDe/jARtL02b3kYiIiIiIiIiIqCdhQIWIOoyrg7owvaKmuLq26cP92rk3nc/dU0Mbb6RlVD9P+HvY4MyVLHy/9RLk1UqcvZaNEZEeWL3hPK4k5gltZWYmOmnFiIiIiIiIiIiIqGEMqBBRh+sX7IJTlzOE539+OBNSE0kDR1B9vFys4eVijczcUmw/loCrt/JgZSHVCaYAwMpnx8LRVtZBvSQiIiIiIiIiIup6GFAhog73xB2RWLxcHVAZ1sedwZRW4FdTg+VWehEuXM8BAFhbSNE70AnjBnjBzdGyI7tHRERERERERETU5TCgQkQdzt7GHN+8PBGnLmdg2jC/ju5Ot+DvYQMAOBuXLWx75La+GBvl1VFdIiIiIiIiIiIi6tLEHd0BIiIAcHeyxJzRgTCVcnVKa+jlbQc/dxudbSMjPTqoN0RERERERERERF0fAypERN2QSCTC8/cMEJ7bWZvBRMKPfCIiIiIiIiIioubi3TUiom7Kx80Gnz41GoPD3fDuY8M7ujtERERERERERERdGmuoEBF1Y8E+9njtoSEd3Q0iIiIiIiIiIqIujytUiIiIiIiIiIiIiIiIGsGAChERERERERERERERUSPaLOXX008/jbKyMr3tH330EWxtbZGTk4P169cjLi4OANCnTx/cfvvtsLGxEdoqlUrs3LkTx48fR1FRETw9PTFnzhyEh4e3VbeJiIiIiIiIiIiIiIj0tElAJScnB2VlZVi4cCH8/Px09llZWaG8vBwrVqyATCbD4sWLUVFRgU2bNuGLL77Ayy+/DLFYvXBmw4YNOHz4MObMmQM3NzccOXIEq1atwvPPPw9/f/+26DoREREREREREREREZGeNgmopKSkAAAGDBgAW1tbvf1///03CgsL8eKLLwr7PT098e677yImJgYDBw5EXl4eDh48iPnz52PixIkAgIiICLz33nvYvn07nnzyybboOhERERERERERERERkZ42qaGSnJwMa2trg8EUAIiNjUVgYKDOfh8fH7i4uODixYsAgKtXr0KpVCIqKqq2s2IxoqKicOXKFcjl8rboOhERERERERERERERkZ42WaGSnJwMmUyG1atX49q1a1CpVOjTpw8WLFgAW1tbpKen6wRKNFxcXJCeng4ASE9Ph1QqhYODg14bhUKB7OxseHh4tEX3iYiIiIiIiIiIiIiIdLRZyq+SkhKMHDkSkyZNQnp6OrZt24ZPPvkEy5YtQ3l5OczNzfWOMzMzQ3Z2NgCgoqICMplMr43muPLy8mb3TxOQIV2VlZXIyMjo6G4QdXocK0TG4VghMg7HCpFxOFaIjMOxQmQcjhUi4/SUseLk5AQTk8bDJW0SUHnwwQdhbm4OLy8vAECvXr3g4eGBjz/+GCdOnIBKpWr0HEqlssH9IpGo2f2TSCRwc3Nr9vHdVUZGBv8uREbgWCEyDscKkXE4VoiMw7FCZByOFSLjcKwQGYdjRVebBFSCgoIMbpPJZEhJSYGFhQUqKir02mivSqmvjWZliqHVK0RERERERERERERERG2h1YvSl5SU4OjRo3rLgJRKJaqrq2FlZQVXV1eDKbeys7Ph7u4OAHB1dUVVVRUKCwv12piYmMDJyam1u05ERERERERERERERGRQqwdUJBIJ1q5di7179+psv3DhAuRyOUJCQhAeHo4bN26gqKhI2J+UlISsrCyEh4cDAMLDwyESiRAdHS20USqViImJQXBwMKRSaWt3nYiIiIiIiIiIiIiIyKBWT/klk8kwadIk7N27F5aWlggPD0dqaiq2bduGPn36IDw8HD4+Pjh48CD++9//YubMmZDL5di0aRO8vb0xYMAAAICDgwOGDx+OjRs3oqqqCp6enjhy5AjS09OxaNGi1u42ERERERERERERERFRvdqkhsrcuXNhZ2eHw4cP4+DBg7CyssKYMWMwc+ZMAICVlRWeffZZ/PHHH/jxxx8hlUrRu3dv3H777ZBIJMJ5Fi1aBEtLSxw4cABlZWXw9PTEE088gYCAgLboNhERERERERERERERkUEilUql6uhOUOdQXV0NE5M2ibERdSscK0TG4VghMg7HCpFxOFaIjMOxQmQcjhUi43Cs6GJAhYiIiIiIiIiIiIiIqBGtXpSeiIiIiIiIiIiIiIiou2FAhYiIiIiIiIiIiIiIqBEMqBARERERERERERERETWCARUiIiIiIiIiIiIiIqJGMKBCRERERERERERERETUCAZUiIiIiIiIiIiIiIiIGsGAChERERERERERERERUSMYUCEiIiIiIiIiIiIiImoEAypERERERERERERERESNYECFiIiIiIiIiIiIiIioEQyoEBERERERERERERERNYIBFSIiIiIiIiIiIiIiokYwoEJERERERERERERERNQIk47uQE+hUChw8OBBHD16FLm5ubCxsUFkZCRmz54Nc3NzAEBOTg7Wr1+PuLg4AECfPn1w++23w8bGxuA5Dx06hF27duHDDz/U23ft2jVs2rQJqampsLS0xPDhwzFjxgxIJJJG+xodHY2dO3ciMzMTdnZ2GDduHCZMmKDTJj8/H3/++SdiY2OhUCjg5+eH+fPnw8fHp9HzN7Vv33zzDSQSCR566KFGz01dX3uOFWNeqyF///039u/fj7y8PDg7O2PatGkYPHiwTpuMjAxs3LgRcXFxEIvFCA4Oxu233w5nZ+cGz11VVYXdu3fj9OnTyM/Ph4ODA4YMGYIpU6bAxKT2o7u556eur72/V7StW7cOBw4cwOrVq436XmlorOTk5GDZsmX1Hjts2DDcf//9jb4GACQnJ+P999/Hm2++CRcXF519169fx+bNm5GSkgKZTIbIyEjMnTsXMpnMqHNT19XeYyU+Ph6bNm1CYmIizMzMEBERgfnz59d7Lm3GfK+cO3cOO3bsQGZmJqytrTFkyBBMmzYNUqm00fMbc40XFxeHLVu2IDk5GWZmZhg4cCBmz57NsdIDtPdYOXLkCPbv34/c3Fw4ODhgzJgxGDt2LMTixuf8teVYMfYaTKOiogJvv/02pk2bhpEjRzbad+r6Wmus5OXlYcuWLbh27RrKysrg6uqKKVOmYODAgTqvZ8xnd32MGSvHjx/HX3/9haysLNjZ2WHYsGGYNm2aUdd4Gvn5+XjrrbfwyCOPICwsTGdfSUkJNmzYgEuXLqGqqgohISFYsGABf6/0AO05Vpr62V2ftrrPptHQ75WmfscSUcdhQKWdbN68Gfv378fUqVPRq1cvZGRkYNu2bYiPj8cLL7yAyspKrFixAjKZDIsXL0ZFRQU2bdqEL774Ai+//LLeD4vTp09j3bp1Bj9YExISsHLlSkRGRmLmzJlISUnB1q1bUV5ejoULFzbYz7Nnz+Lbb7/F6NGjMW/ePFy9ehXr16+HSqXCxIkTAah/NHzyyScwMTHB3XffDalUih07duCzzz7D66+/Djs7u3rP35S+KZVKrF+/HtHR0XoXfdR9tedYaey1GvpBv3//fqxfvx7Tp09HYGAgoqOj8f3330MqlaJ///4A1Bd+H330EVxcXPDQQw9BLpdjy5Yt+Oyzz/DGG2/A1NS03vP/+OOPiI2NxcyZM+Ht7Y3ExERs374dqampeOSRR1p8fur62nOsaLty5QoOHjxodD8bGyu2trZ48cUX9Y47dOgQzpw5Y/TNqdTUVHzxxRdQKBQG93322WcICgrCww8/jIKCAvz555/IycnBk08+afR7oa6pPcfKrVu3sGLFCoSGhuLxxx9HQUEBNm3ahKysLIP/zrUZ870SGxuLr776CgMHDsRtt92GtLQ0bN68GcXFxbj77rsbPL8x13i3bt3C559/jt69e+Oxxx4T+p+Wloann366KX926oLac6wcPnwYa9euxbhx4xAZGYkbN27gjz/+QFVVFaZOndpgP9t6rBhzDaZRWlqKL7/8Ejk5Ocb8iambaI2xUlFRgRUrVkAkEmHu3LmwsbFBdHQ0vv32W5SUlGDs2LEAjPvsro8xY2X//v34448/EBUVhfnz56OkpATbtm1DSkoKHnvsMaP+Hnl5eVi5ciXKysr09imVSnz++ecoKSnBggULIJFIsG3bNnz66ad44403GKzv5tpzrDTls7s+bXWfTaOh3yvl5eVN+o4loo7FgEo7qKqqwv79+zFp0iTMnj0bABAWFgYrKyt89913iIuLQ2JiIgoLC/Hiiy/C1tYWAODp6Yl3330XMTExQuS9qKgIW7duxZEjR2BpaWnw9bZu3Qp3d3c8/PDDEIlE6N27N0xMTLBx40ZMmTKlwYDHpk2b0LdvXyxatAgAEBERgerqauzYsQNjxoyBVCrF/v37UVJSguXLlwvn8vX1xXvvvYdr165hyJAh9Z7f2L6lpKTg999/R2JiolEzLql7aM+xYsxrhYaG1tvP7du3Y9y4ccKxERERKCkpwZYtW4QfKNu3b4eZmRmefvppmJmZAQAcHR2xevVqJCQkICQkxOD5MzMzER0djbvvvhujR48GAKEvmzZtQnZ2NpydnZt9fur62vt7RaOsrAxr1qyBnZ0d8vPzjepnY2NFKpUiICBA57hbt27hzJkzmDt3LoKCghp8jerqahw8eBBbt26t9/vi5MmTEIlEePzxx4XZcEqlEmvXrhXGE3VP7T1WNm7cCE9PTyxZskT44Wtubo4//vgDWVlZejMRtftpzPfKsWPH4ODggAcffBBisRjh4eEoLi7G3r17sWDBggavmYy5xvvrr79gZ2eHRx55RGe25Zo1a5CWlgYPDw+j//bUtbT3WDl27BiCgoJw5513Cq+VmZmJQ4cONRhQaeuxYuw1GACcP38e69atQ0VFhfF/aOryWmusnD59GtnZ2Vi+fDnc3NwAAOHh4cjPz8fu3buFm8TGfHbX18/GxopSqcSOHTsQGhqKRx99VDjWx8cHy5cvx+XLlxEeHl7v30KpVOLkyZPYsGFDvW2io6ORlJSEV199Fd7e3gCAoKAgLFu2DIcPH8aUKVOM+bNTF9SeY6Upn92GtPV9NmN+r/z9999GfccSUefAEGc7KC0txciRIzFgwACd7Zovg4KCAsTGxiIwMFD44ATUFzIuLi64ePGisG3Xrl24fPkyHn30UfTt21fvteRyOeLi4tC/f3+IRCJh+4ABA6BUKhEbG1tvP3NycpCZixm9IQAAFzpJREFUmYmoqCid7QMGDEBZWRlu3rwJAIiJiUH//v11vjBsbW3x4YcfNhhMaUrffvjhByiVSrz00ktc3tiDtOdYMea16pOQkICysjKDYyU9PR3Z2dlQqVSIiYnB8OHDhWAHAPj5+eGjjz5qMNhRXV2N0aNHo3fv3gb7VlhY2KLzU9fXnmNF22+//QYnJycMHz7cqH4aM1bqUqlU+O233+Du7t7ozEsAuHTpErZv345p06Zh3rx5BtvI5XJIJBKdVVuaH0slJSVGvRfqmtpzrJSUlCAuLg5jxozRmUUYFRWFDz74oN5gCmD8WJHL5TA1NdU5v6WlJZRKJcrLy+s9v7HXePPnz8eSJUt0gimaNBlyubze81PX197fK3K5XC+9qqWlZaOfyW09Voy5BgPUEwy+/PJL9OrVC0uXLm2wz9S9tNZYsba2xvjx44XjtM+j+Xdm7Ge3IcaMlaKiIpSWlqJPnz46bTw8PGBlZaUzrg1JTU3F2rVrMXToUDzwwAMG28TGxsLJyUkIpgDqewdBQUG4cOFCg+enrq09x4qxn931acv7bIBxv1eM/Y4los6BK1Tagb29vTCjRNu5c+cAqKPO6enpehc7AODi4oL09HTh+ZgxY3D77bdDIpEYvADJyclBdXU1XF1d9foglUp1zlVXRkYGAOgdq7kBkJ6ejl69eiEtLQ2DBg3C1q1bcfToURQXFyMwMBB33XUXPD096z1/U/r24IMPNngu6p7ac6wY81r1aWysZGRkQCQSoby8HI6Ojvjtt99w+vRpVFZWIiwsDIsWLYKDg0O95/f09DSYjuLcuXMQi8Vwc3NDbm5us89PXV97jhWNM2fO4Pz583jttddw8uRJo/ppzFipO1vszJkzSEhIwDPPPGPU0nbNCklLS0scP37cYJuRI0fi+PHjWL9+PWbMmIGioiJs374d7u7uRtX+oq6rPcdKamoqVCoVrK2t8b///U94jcjISNx5550NrgAzdqyMGzcOX3zxBfbu3YuRI0ciIyMD+/fvR3h4eIMTUIy5xgsNDYW9vT3s7e0BqFO8xsfHY/PmzfD39+dY6eba+3tlwoQJ+OWXX3Dy5ElERkYiPj4eJ06cwNChQxvsZ1uPFWOuwQDA1NQUb775Jtzc3Jjuq4dprbHSr18/9OvXT2e/QqHAxYsXhdWAxn52G2LMWAkJCYFYLEZubq5Om9LSUpSVlTX6b9vBwQHvvPMO7O3tce3aNYNt0tPT9W6Ea/oRHR3d4Pmpa2vPsWLsZ3d92vI+G2Dc7xVjv2OJqHNgQKWD3Lx5E3v27EGfPn3g7e2N8vJyg0WwzczMdGbwNvZFoJlxZehc5ubmDS5J1xxbN4+p5lwVFRUoLS2FUqnEgQMH4OTkhHvvvRfV1dXYunUrPv30U7z22mvCD/GW9I3BFNJoq7FizGvVp7GxUl5ejuLiYgDqvLF+fn7417/+heLiYmzatEkYK8YUvteIiYnByZMnMWbMGFhZWQnvtbXOT11fW46VgoIC/Prrr5g/f36T0mMZM1bq2rt3LwIDA41eZVXfd442Ly8vzJ8/H7/99hsOHDgAQJ0e79lnn21SEUnqHtpqrGg+93/55RdERETg8ccfR3Z2tpD/uqHaXMaOlbCwMEyZMgUbN27Exo0bAQDe3t54+OGHG+ybMdd42pRKJZ5++mkolUpYWloK6S2oZ2nL75UhQ4bg+vXr+OGHH4Rt4eHhQgqw+rT1WDGk7jUYoF651ZxrTeqemjtW6tqwYQOysrKE9FtN/ezWZsxYMTU1xcCBA/H333/D09MT/fv3R3FxMdatWwexWIzKysoG37elpWWj6WLLy8vh5OSkt93MzIzp8nqgthorhhj67K5PW95nA4z7vdLcvwURdQwGVDrAtWvXsHr1ajg5OeH+++8HoE5x0hoaO4/mx3DdIlhisdioYzXHqVQqLF26VPjA9/X1xWuvvYYDBw5g/vz5eucXiURG941Ioy3HirGvpVQqddqJxWK9bXVpjxVra2s89thjwk00Z2dnfPjhhzh58iTGjh1rcCzWHQunT5/Gjz/+iKCgINx+++0AYPT5qWdo67GyZs0a+Pr6YsyYMQb3t2SsaLt58yaSkpLw+OOP67U1ZqzUZ/fu3di0aRPGjBmDqKgolJSUYMeOHfjss8/w3HPP6Sytp+6tLcdKdXU1APVN28WLFwNQ39SVyWT47rvvEBsbi969e7dorPz66684evQopk2bhrCwMOTm5mL79u34/PPP8cwzz8DMzKzZ13jalEolnnzySSgUCuzfvx+ffPIJli5dynSSPUhbf6+sXr0aN27cwLx58+Dv74/U1FRs27YNX331FZYsWQKRSNQhY8WYazAiba0xVlQqFdavX48DBw5g8uTJwix1Yz67W3oNdvfdd0MqleKXX37Bzz//DKlUiqlTp6KyslJIlWrot72xBbLb6rcbdT1tOVbqMvTZbWisGDuxqiX32Yz9vcKxQtS1MKDSzo4fP461a9fC3d0dS5cuFSLlFhYWBqPaFRUVerNKGqJpa2g2SUVFBczNzZGTk4Nly5bp7LvvvvtgbW0ttKt7nObcmgBKr169dKLnDg4OcHNzQ3JyMgBgyZIlOueYOXOmkDuzob4RabT1WDHmteLi4rBixQqdts888wwsLCyE19QuKqc9VjR1TcLDw3V+cAQEBEAmkyE5Obnesahdn2Lnzp3YunUrwsLC8OijjwqvZ8z5qWdo67Fy6NAhxMfH47XXXtMJqgPqm64ikQjXr19v9ljRFh0dDQsLC71c3saMlfooFArs2LEDAwcO1Ek7EBwcjFdffRW7d+/GwoULGz0PdX1tPVY01zF183dHREQAAJKTk2FqatrssZKfn48jR45g8uTJmDt3rtDGz88Py5cvx5EjR9CvX79mX+NpMzExEQoRh4WF4Y033sCuXbsYUOkh2nqs3Lx5E7GxsVi0aJEQqA8ODoaTkxNWrVqFCxcuQCaTdchYMeYajEijNcZKZWWlkCZy2rRpOv9mNW0b+uxuye8VQP3dtXjxYixYsAB5eXlwcHCAubk5jh49KqxKNvTbftasWUb8hdrmtxt1PW09VrTV99l94sQJrFmzRqftu+++a3AFVV0tuc9mbO1JjhWiroUBlXa0detW7NixA+Hh4Xj00Ud1Agiurq4Gl/FlZ2cjMDDQ6NdwdnaGWCxGVlaWzvb8/HzI5XK4u7vDzs4OL7/8ss5+JycnYRljVlYW/Pz8hH2ac7m5uUEmk8Ha2lqYhalNoVAIX1Z1z29nZwdLS8tG+0YEtM9YMea1fH199f4tu7m5CTNbsrKyhJtUmueaNlZWVhCJRAbHilKphFQqrXcsatr89NNPOHHiBIYNG4Z7771XZwaNs7Nzo+en7q89xkp0dDQqKir0fiAAwBNPPIGZM2di0qRJzR4r2i5evIh+/frpzRZraKw0pqSkBFVVVXrv2cbGBq6ursxJ3EO0x1jR5KWv+7msCURKpdIWfa/k5eVBpVLp9cnDwwOWlpZIT0/H2LFjm32NBwBnz56FtbU1goKChDYmJibw9PQU8vFT99YeY0VTr0H73xmgnrAFAGlpaRg/fnyHjBWg8WswIqB1xkpJSQk+//xzpKSk6AQYNTSfzQ19drfkewUALly4AAsLCwQFBQn1KIqKilBQUCDUzjL0295Yrq6uSExM1NuenZ3N3/89RHuMFaDxz+6+ffs2+99yS+6zGau173MQUdtiQKWd7N69Gzt27Kj3ojw8PBy7d+9GUVGRUCgxKSkJWVlZRs/+ANQ/1oODg3H27FlMmTJFmLkeHR0NsViM0NBQmJiY6FyQaVhZWcHZ2RkxMTEYPHiwsF0zY9jf3x+AeuZlTEyMTl8zMzORmZmJYcOGAYDB8wNotG9E7TVWjHktc3Nzg/+WAwMDYWZmhpiYGJ2Lm+joaLi6ugoXTr169cK5c+dw2223CUvmr127hsrKSvTq1avesQgAv/32G06cOIHp06djzpw5evvNzc0bPT91b+01Vu6++2692VJHjhzB0aNH8dJLL8He3r7FYwVQ/1DKysrClClT9M7T0FhpjLW1NSwtLXHjxg2MHz9e7/UGDRrUrPNS19FeY8Xd3R2Ojo44ffo0JkyYIKR40BQ31azube5YMTMzg1gsxo0bNxAZGSm0ycjIQGlpKZycnFp8jbdnzx7I5XIsW7ZMuE4rKytDfHw8V6f0AO01VjQ3cq9fv65TN/HmzZsA1DegOmqsAI1fgxG1xliRy+X47LPPkJGRgccffxx9+/bVex1nZ+dGP7tNTU1bdA12+PBhFBcX69wI3r9/P0QikdCn5l6Daf4W//zzD1JTU4XxXlhYiBs3bmDGjBnNPi91De01VoDGP7utrKwaraVSn5bcZzNWa97nIKK2x4BKO8jMzMSWLVvg5uaGUaNG4datWzr7nZ2dMWbMGBw8eBD//e9/MXPmTMjlcmzatAne3t5CqixjzZgxAytWrMDXX3+NkSNHIjU1FVu3bsWYMWPg4ODQ4LEzZ87EDz/8gJ9//hn9+/fHtWvXcPDgQcyfP1+4YTtjxgycP38en3/+OWbOnAmlUoktW7bAzs4Oo0ePbrO+UffXnmPFmNfSns2lzdTUFFOmTMG2bdsgkUgQHByMmJgYXLhwAY888ojQbu7cuVixYgW++OILTJ48GSUlJfjzzz/h6+uLfv361du3a9eu4fDhwwgODkafPn0QHx+vs9/d3R0ymazZ56eurz3HiqEijRcvXgQA+Pj4NDhr19ixAgApKSkA0OqzFcViMWbNmoXff/8da9euRVRUFEpLS7Fr1y6IRCJMnjy5VV+POpf2HCsikQjz58/Ht99+i2+++QajRo1CZmYmNm/ejH79+jX4I9uYsWJtbY0JEyZg3759EIvFCA8PF+pC2NvbN3oNZsw13syZM7Fq1Sqh/+Xl5di9ezcUCgV/zHdz7TlWfHx8EBUVhY0bN6KiogL+/v5IS0vD9u3b4e3tXW9OfKDtx4qx12DUc7XWWNm1axeSk5MxceJEWFlZ6f1bCwgIAGDcZ7chxl6DjR8/HitXrsS6desQGRmJq1evYvfu3ZgyZYqQ8qslBg4ciN27d2PlypW47bbbIJVKsW3bNlhZWdVbm4+6h/YcK+3x2d3W97Ja854gEbU9kYqVj9rcnj178Oeff9a7/95778XIkSORnp6OP/74Azdu3IBUKkXv3r1x++23C9Hpun788UdcuXIFH374od6+8+fPY9u2bUhPT4e1tTWGDx+OmTNnGlU87tixY9izZw9yc3Ph4OCAcePG6czqBYD09HT8+eefiIuLg0gkQlhYGO644w6jvkia2rdXXnkFgYGBeOihhxo9N3Vt7TlWjH2t+qhUKuzZsweHDx9GYWEhXFxcMH36dL3Z7jdv3sTmzZuRkJAAU1NT9OvXD7fffruQ19iQX3/9FX///Xe9+//zn/8gLCys2eenrq8jvle0bdu2Ddu3b8fq1asbTYNi7Fg5deoUvv/+eyxfvtxgEMcYx48fx5o1a/D2228L6Zc0Tp48iX379iE9PR1WVlYIDAzEbbfd1io3C6jz6oixcuHCBezYsQMpKSmwtLTE4MGDMWfOnEZTMRozVlQqFfbv34/Dhw8jNzcXtra2CAsLw5w5c+rtqzZjrvEuX76M7du3IzU1FWKxGCEhIZg7d26zxyV1De09Vqqrq7Fz506cPHkShYWFcHBwQGRkJGbOnNloXcW2HCtNuQbT0OTNb+zakbqH1horb775ZoNpR7WvsYz57DbE2Guw06dPY+fOncjOzoajoyPGjBlj1Pm1Xbt2DStWrDA4RvLz87F+/XrExsZCJBIhODgYd9xxB6/Burn2HCvr1q1r8md3fdrqPptGQ79XmvodS0QdhwEVIiIiIiIiIiIiIiKiRhgfRiUiIiIiIiIiIiIiIuqhGFAhIiIiIiIiIiIiIiJqBAMqREREREREREREREREjWBAhYiIiIiIiIiIiIiIqBEMqBARERERERERERERETWCARUiIiIiIiIiIiIiIqJGMKBCRERERERERERERETUCAZUiIiIiIiIiIiIiIiIGsGAChERERERdSv33nsvRowY0axjk5KSWrk3RERERETUXTCgQkREREREBOChhx7Cf//7347uBhERERERdVIMqBAREREREQE4evRoR3eBiIiIiIg6MQZUiIiIiIiIiIiIiIiIGsGAChERERERdVn79u3D/PnzERkZiSlTpmDTpk16bU6dOoXHHnsMQ4cORUREBIYPH45nnnkGaWlpAICUlBSEhIQAAHbu3ImQkBD8888/AACVSoU1a9ZgxowZ6NOnD0aMGIFly5YhJyen/d4kERERERF1CiKVSqXq6E4QERERERE11fbt2/Hcc88hLCwMc+fORXZ2Nn7++WeIxWJYWFjg2LFjOHHiBB566CFERERg1qxZMDU1RUxMDLZu3YpevXph27ZtKCsrw19//YUXXngB/fr1w6JFizBixAg4OTnh1VdfxYYNGzBr1ixERUUhNTUVa9euhYODAzZs2AB7e/uO/jMQEREREVE7YUCFiIiIiIi6HKVSidGjR8Pe3h4bNmyAmZkZAOCff/7B4sWL4eTkhGPHjuGRRx5BbGws9u3bB5lMJhz/zDPPYMeOHTh8+DBcXV0BACEhIZg+fbpQmP706dO455578PLLL+P+++8Xjo2NjcUdd9yBxYsX46WXXmq/N01ERERERB2KKb+IiIiIiKjLiY2NRXZ2NubNmycEUwBgyJAhCA8PF55/+eWX2L59u04wpaSkRDimrKys3tfYs2cPAGD8+PHIy8sT/ufu7o5evXrh4MGDrf22iIiIiIioEzPp6A4QERERERE1VUpKCgDAx8dHb19AQACysrIAABKJBOnp6Vi1ahWuX7+OlJQUpKWlQbNQX6lU1vsat27dAgBMmjTJ4H6pVNqi90BERERERF0LAypERERERNTliEQiAEBlZaXePu2sxj/++CPef/99+Pj4YNCgQRg3bhx69+6NI0eO4Ouvv27wNZRKJczMzPDVV1+1bueJiIiIiKhLYkCFiIiIiIi6HG9vbwBAQkKC3r6kpCQA6mDLZ599hv79++Onn36Cqamp0Gbr1q2NvoanpyeOHj2KoKAguLi46Ow7cOAA7OzsWvAOiIiIiIioq2ENFSIiIiIi6nLCw8Ph6emJ33//HSUlJcL2s2fP4uLFiwCAiooKlJeXw9fXVyeYkpaWhr179wIAFAqFsF0sFuukAJswYQIAYPXq1Tqvfe7cOSxZsgRr1qxp/TdGRERERESdFleoEBERERFRlyMSifDGG29gyZIluP3227Fw4UIUFxdjzZo1cHBwAADY2tqif//+2LZtG2xsbBAcHIykpCT88ccfKC8vBwCUlpYK53RwcEB0dDTWrVuHUaNGYcyYMZg8eTJ+++03pKenY/To0cjNzcUvv/wCGxsbPPXUUx3y3omIiIiIqGOIVNoJhomIiIiIiLqQkydPYuXKlYiNjYWDgwMefPBBnD9/HidOnMCxY8eQmZmJDz74ACdPnkRFRQXc3Nwwfvx4TJ48GQsWLMDSpUvx73//GwCwadMmfPrppygsLMTbb7+NuXPnorq6Gv/73/+wefNmJCUlwc7ODlFRUXjqqacQGBjYwe+eiIiIiIjaEwMqREREREREREREREREjWANFSIiIiIiIiIiIiIiokYwoEJERERERERERERERNQIBlSIiIiIiIiIiIiIiIgawYAKERERERERERERERFRIxhQISIiIiIiIiIiIiIiagQDKkRERERERERERERERI1gQIWIiIiIiIiIiIiIiKgRDKgQERERERERERERERE1ggEVIiIiIiIiIiIiIiKiRjCgQkRERERERERERERE1AgGVIiIiIiIiIiIiIiIiBrBgAoREREREREREREREVEj/h/rvxZ0DnVDUQAAAABJRU5ErkJggg==",
            "text/plain": [
              "<Figure size 2000x500 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "cyb = ak.stock_zh_index_daily(symbol=\"sz399006\")\n",
        "cyb = cyb.set_index(\"date\")\n",
        "cyb.index = cyb.index.astype(str)\n",
        "cyb[\"close\"].plot(figsize=(20,5))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 3,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 738
        },
        "id": "ZrX1kqmLOxMp",
        "outputId": "3010f7ff-136b-42c2-f462-45e89808fa8f"
      },
      "outputs": [
        {
          "data": {
            "image/png": "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",
            "text/plain": [
              "<Figure size 2000x500 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": "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",
            "text/plain": [
              "<Figure size 2000x500 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "# 计算动量信号\n",
        "def signal(x):\n",
        "    if x > 0.08:\n",
        "        return 1\n",
        "    if x < 0:\n",
        "        return 0\n",
        "    return np.nan\n",
        "\n",
        "window = 21\n",
        "cyb[\"day_return\"] = cyb.close.rolling(2).apply(lambda x:(x[-1]-x[0])/x[0])\n",
        "cyb[\"pct_chg\"]=cyb.close.rolling(window).apply(lambda x: (x[-2]-x[0])/x[0])\n",
        "cyb[\"signal\"]= cyb.apply(lambda row: signal(row[\"pct_chg\"]), axis=1)\n",
        "cyb[\"signal\"] = cyb[\"signal\"].fillna(method='ffill').fillna(0)\n",
        "cyb['change_position'] = cyb['signal'].rolling(2).apply(lambda x:x[0]!=x[1])\n",
        "\n",
        "cyb[\"signal\"].plot(figsize=(20,5))\n",
        "\n",
        "# 回测分析\n",
        "backtest_data = cyb.loc['2012-01-01':'2023-03-31']\n",
        "backtest_data[\"market_return\"] = np.cumprod(backtest_data.day_return.values + 1) *100\n",
        "backtest_data[\"signal_return\"] = np.cumprod((backtest_data[\"signal\"].values * backtest_data.day_return.values + 1)*(1-0*backtest_data['change_position'])) * 100\n",
        "\n",
        "_ = plt.figure(figsize=(20, 5))\n",
        "plt.xlabel('Time') \n",
        "plt.ylabel('Return')\n",
        "_ = plt.plot(backtest_data[\"market_return\"].index,backtest_data[\"market_return\"].values)\n",
        "_ = plt.plot(backtest_data[\"signal_return\"].index,backtest_data[\"signal_return\"].values)\n",
        "_ = plt.legend(['market_return', 'signal_return', ]) \n",
        "\n",
        "ax = plt.gca()\n",
        "ax.xaxis.set_major_locator(ticker.MultipleLocator(250))\n",
        "\n",
        "# 计算策略表现指标\n",
        "result = {}\n",
        "for i in [\"market_return\", \"signal_return\"]:\n",
        "    result[i] = []\n",
        "    for j in [\"avg_return\", \"volatility\", \"sharpe\", \"max_drawdown\", \"win_rate\"]:\n",
        "        exec( f\"r = qs.stats.{j}(backtest_data[i])\")\n",
        "        result[i].append(r)\n",
        "\n",
        "result = pd.DataFrame(result, index=[\"avg_return\", \"volatility\", \"sharpe\", \"max_drawdown\", \"win_rate\"])\n"
      ]
    }
  ],
  "metadata": {
    "colab": {
      "provenance": []
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    },
    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
      "version": "3.12.4"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}
